{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "\"\"\"  \n",
    "功能：不使用OpenCV时Canny边缘检测的Python实现\n",
    "\n",
    "说明：\n",
    "\n",
    "\n",
    "函数：\n",
    "\n",
    "作者：tztang\n",
    "\n",
    "参考资料：\n",
    "[canny 算子python实现](https://www.cnblogs.com/king-lps/p/8007134.html)\n",
    "\n",
    "日期：\n",
    "        2019-04-16  \n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "JZ29-cRNQ3fx"
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "求5*5大小的高斯核G，具体公式如下所示：    \n",
    "$G(i,j)=\\frac{1}{2\\pi\\sigma_{1}\\sigma_{2}}exp\\left( \\frac{(i-(k+1))^{2}}{\\sigma_{1}^{2}} + \\frac{(j-(k+1))^2}{\\sigma_{2}^{2}}\\right);0 \\leq i,j < (2k+1) $  \n",
    "\n",
    "**说明** ：按照以上公式计算之后的高斯核需要归一化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Src image size is\n",
      "(400, 400, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Src image')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.arange(10))\n",
    "img = plt.imread('images/lena.jpg')\n",
    "size = img.shape\n",
    "print(\"Src image size is\")\n",
    "print(size)\n",
    "plt.imshow(img)\n",
    "plt.title('Src image')  # 图像题目"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 187
    },
    "colab_type": "code",
    "id": "3jfECjZ-I2Lq",
    "outputId": "8c825505-a925-4afd-81ff-dcf134b99157"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.0060366  0.02705418 0.0446048 ]\n",
      " [0.02705418 0.12124841 0.19990484]\n",
      " [0.0446048  0.19990484 0.32958736]]\n"
     ]
    }
   ],
   "source": [
    "#生成二维高斯分布矩阵\n",
    "# 说明：需要注意的是，以下代码中的注释部分，注释前后的计算结果一样，因而注释掉可以减少不必要的计算\n",
    "sigma1 = sigma2 = 1\n",
    "k = 1\n",
    "sum = 0\n",
    "\n",
    "gaussian = np.zeros([(2*k+1), (2*k+1)])\n",
    "for i in range(2*k+1):\n",
    "    for j in range(2*k+1):\n",
    "        gaussian[i,j] = math.exp(-1/2 * (np.square(i-(k+1))/np.square(sigma1)  \n",
    "                        + (np.square(j-(k+1))/np.square(sigma2)))) # / (2*math.pi*sigma1*sigma2)\n",
    "        sum = sum + gaussian[i, j]\n",
    "        \n",
    "gaussian = gaussian/sum\n",
    "print(gaussian)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "B7nhDCXeJWeK"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gray image size is \n",
      "(400, 400)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1f018d76f28>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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M1gtE8yHsN5tWBnS1qCz1AuXcd7tdOJ1OeL1euN1uISX5Gf38mrjkoqWS0XLV6/VkHDlH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\nlfZZ5BkkWZcqulfV1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2eP8vmdwUC+4pE6DKmIviNsVJD6FCgxNnl5n8YE04HIBGciny/O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\nQiZ343Kief1BvfIaC09WVlY0Pj5uXafAIbCCPp3n3VefViT+bm5uVkdHh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IC3yjr5BkPw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\nL5hGYnMpI5NVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f018cff0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def rgb2gray(rgb):\n",
    "    return np.dot(rgb[...,:3], [0.299, 0.587, 0.114])\n",
    "\n",
    "gray = rgb2gray(img)\n",
    "size = gray.shape\n",
    "print(\"Gray image size is \")\n",
    "print(size)\n",
    "plt.imshow(gray, cmap=\"gray\")\n",
    "plt.title('Gray image')  # 图像题目"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "id": "PmR6v1olZSRS",
    "outputId": "ae219acd-ada6-4c7e-f004-d7006fc6b807"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "After Gussian filter, image size is\n",
      "(400, 400)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f01c6e9470>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AhoAkJ4WSaz7o2Xu9nq2jUMNCoWAIooScIgUKPz1fKpVCLBZDrVZDqVSyZyOC\nUgjM0m+iBipdJBLB0tKSnbwVDA7XNTQaDQBDA8qaEQA4efIkfvEXfxF/8Ad/gGaz6SkE8xdKaf/p\n4Xu9nme9hVbBUqHV0ahzoOF3XRe1Wg3VatVQJu9JZQdGu4nRIChZSZkjqqTjULJVMxJqONgfyuvq\n6ip2dnZwcHDgQccaytAQ+TkJhqy8vp+vOxacheu6W2/+3nUc579jeHr6juM4c67r5h3HmQOw+xbf\n9RxfCMAEVckcKqp6tDe/79lejIPiL55RIdTXKRycYF3D4S/AYiaAE+BXQt1nkjzA/v4+6vW6CTKV\nVdOHnGTN4gCwGgheT0k2RVoUXH6GYcjExIRdg8ZJG7kMnojVaDQwPj6OSCSCer1uS+BZADYxMYHB\nYJiePTg4QCQSsT0kT548ibGxMcRiMRSLRcuWcJwPDw/NIHETWcdx8MEPfhCf+MQn8NRTTxmXorUq\nnHtVHD2pjutDqBwaYvqJUV32ztc1lKIR1sVurKwlYlXUp6XvfE4WnBEd+UlWPo/IvyG/nZ0dXL16\n1VaSUm79Rk/HxB+K8H1FH0R9d8tYfN/Mh+M4ccdxkvwbwI8C+C6AvwPw6Tc/9mkAf/tOrkcPcZTV\npDfx3d+TedDPcsAUxtHz+qEp760wVydGPbhmUhRCakk5PQi9qdbyM2zSrAYNEAWQeyhSAVhKrgVY\n/kwEvTuRDbeb15289XAf/rRaLVv6ToNIgpOpZxrjvb09HB4eYjAYIJvNYnZ2FouLi/ZMVEgqSrPZ\nNMNYLpdt/QjfHwwG+MhHPoJHH30U3W7XQimN5ZlCZjGVek2/F1UuQMMFjjvvTUOj5CTvwUwQ/6fM\nKDLhd/zcmsqOOjR9X/tNeer1eqhUKrY+RMNw3lP/5vU1DFEUofqkoczdCEXuBFnMAPjvb3YwBOC/\nuq77pOM4zwH4b47j/GcA6wD+wzvqyJvpNz40FYKW1n8Ijq4voDen4igCoGKyiEubKqV+lvclO67L\nlIk22EcqNDCczFgshna7bbsXKf9C1MNn0gpIkrbqRXShmO5nScPAUCCVSqFSqSAYDKLRaCCZTKLZ\nbBppSQWncWDcnsvlbJcsIgsqbDKZxN7eHlqtlsH+5eVlTE9PI5vNGpoht6GkILmRWq2GVCqFer2O\n/f19C0NoKM+dO4fPfvazWF9fx8rKioWRDLM4v4T8VAbNRLEPSv4RdVFhtH6G86UkNxEgV30CQK1W\ns/CWhgoB3wp6AAAgAElEQVQY7Quq4TBDUIZ2avR0GwJFpUQOe3t7uHLlitW3+EMQdSZ6LxofdRpH\n1YYcizDEdd2bAN5zxOsHAD7yL7wWAG/1mdYe8MGBUd0D8+Ga0uRAArDYnoNNpp8QWVNdGgsq2aUQ\nTms52CfCQfU23FBGwxYNGxzHMbjKDVgpKEos0lDxvuwzx4oEKElNpju51JnfJ1pQg8eCsM3NTaRS\nKYyPjxtZOTExgWKxiEajgXw+j3g8jtOnT+PChQvGLXAMm80mGo0GQqEQxsfHrawcgHER1WrVMjbF\nYhETExPY2dnB7Oyswfzf/u3fxm/+5m9id3fXFq65rmvGjeGUPoMqHNeFqCfVeaEDiUajhty0EI5j\nyMV8DIn4vCQ8OQ+6apay4T/i0S/Dmiql4ahWq7hx4wb29/dvI1H1O8Dtp+X59UZDLkUnfqRyJ+1Y\nLFEHRsuT/Z4BGKXGVMnZdMUhGysGNZb1w0d/RSeNBQXPL3A0SprJoOLQ8zLm5wSpIWIfCO91fQYR\nQ6VSse/QI9HIEeLzeDsqNzCqceAJbURZyWTSshhaKdpoNFCpVDA7O2tK7zjDbMjq6iquXbtmp3t/\n4AMfwNmzZ03hCoUC9vf3sb8/LK1JpVLmfRmyAEAsFjPOg0Ti7OwsxsfHbTOeVCplP5/5zGdM4ev1\nuoVQNJ40GJzPdrvtqTb1Q22/EWfowznX8nXNVpDDKZVKtrFuu932rLvhPVU5iX4oS8pZUJY5RkRf\nV69exdramgdF+0NhdYh8JkUKdJwaeqvz07D3TtuxKffmgBCKMgeucbo/7qKVVjaYigzAE8YwzOE9\nFIUQlkYiEfP6FCBOEsMYZcH9GZWDgwNTnHA4bMvDKVisU9DFYWT1e72erQjV9SO8l5/v4JgpQ080\nxfeorMAopCEBGolEcHh4iHg8bsYkn88jFArhsccew8zMjG0HwC31C4UCMpmMZai4piQSiaBUKtk6\nkHA4jGazaeETwxbOq2YjyJl84AMfwM///M/j85//vCFCzoWGaVS6aDRqxV2cLz+vRMXT3avUcxNB\nEA30+32rZiWxzaMhFFmq0VL06ydQ+Zpflvr9PnZ3d7G+vu5ZsMawhnJOJ6FZId5LHQXDE95bDZoa\nzTttx8ZYUGEoDAA8kJTxqRbk6CD401KA94QtbfRg/BsYFe5o+pQZDN6HsBkYCQkFtlwuezaoIS/Q\naDQ8+y9oipVQFBgq88TEhKc//B77zzDKf28aHX6PO3Sn02m47rDyMhAI2O9Go2EIZWtry5bJnz59\nGmfPnsXi4qJtUx8Oh62EfHJyEs1m01AD07k0nJVKBbFYDOl02sYhFAqhVCp5FldxTmKxmAeRPPHE\nE7h+/Tqefvpp2/uC3AeVlgiBxhe4fddvv2zQ86sMqedWwpDy1mw2UavVUKlUTF4ikYgtvlODpKSs\nKrRyEMqdVSoVXL9+3TZD1pCBz6hhK6+n91C0wXtQT6hLlLm71Y6NsVDopGTiUUUl/kwHXwNGMRqF\n0r/en5NLhVMBYioNgGfpM+BludVaq9Aw9gVGi6SUWyEBSa7Cf3/+6PoDCr6usKVBZQ0AX9Ndq7TY\ni+ELkQqXuLdaLRweHiIYDGJychKnT59GNpu11CpjdW7WEwoNT9Ui0imXy6aEk5OTZiSJhqrVqsF4\nrYthCpmkHGsfAoEAnnjiCbTbbVy5cgX7+/s2D0osc8zZVGbUEytBqErN15XnUPlgRoTVqERlzKSQ\nv/BnY/TefmKcMlCr1VAul1EqlTxy6w87/OGGP8OiSFwzfOpc7mYmBDhGxsLPIvtRA9tRD8+JVCiq\nhBOA26CkxrO0xIz1qQwUeoVznCTNrvhTe8CIg9Gdppgt0SpO/j8+Pm6f407P6i1rtZrVO7CsvF6v\nG7RnBoTFU7wfN8BpNptoNpt2ElY+n8fNmzdtB+nJyUkzLKFQCPV6HalUypDJYDCw3agp8JOTkzg4\nOEAul7NxJaHZ6/WQTCat8ItGkhmDSCRiSEy38Lt06RJ+7/d+D4PBAH/yJ3+Cv/u7v7O9Vv3EoRLS\nlB1/bK5hAZWHHIg/Ja+yxZ3F+KNhh99Rcb41jKAiaxl4pzM8TT2fz6NarZox0euwH3xNwxKiCt5H\njaGfsCUPdSyyIXe7MTfPIiklnnTgOXAUEiIIwFsG7N+ajcqvNQ7AaJk7BRwYbb5DA8DJ1li03x9u\ne7e/v2/enAqqS6VZ8EXBUBjN5eNKivL7TPOxYIp8AH83Gg2k02l77lqtBscZbezDcIrrQgBYifjW\n1hb29/fx0EMP4fLly4YCuBal1+shm81iZ2fHoPdgMKyKrVarmJycRDweR6lUMsGkcuVyOc/yepKJ\nmm7luDCkbDQaxo/waIJYLIbf+Z3fwcLCAr7whS+g2Wya0VBlVeiuHtVfZ0H5IfKjDPgdiKJShpCx\nWMz2FiH/QWKRz0rkRzSraXKmuvf29nDz5k0Ly/wpWDaVafZLnZafZ9HnZI2I8ll3KxtybIwFAPOy\nwWDQiCZgtN4C8J7XoMLIydcQwc8s06v4U2f8rPITmuLyhxzkF4goGD8TnejuSJwwTp4SU+QFKHi6\nypXCns1mPQJMQpGklgqvVhASbVB4d3Z2UK1WraT8ox/9qNU9AMDMzAwKhQJOnDiB7e1tW1LfarWw\nt7dnNRREJRy3TCaDTqeDxcVFbGxsYGNjAwsLC0Z08hkJ37l1HMe+0xkeaRCPxy3roLUPv/ALv4D1\n9XV8+ctfNmOuxluVRgutNCOhmQadQ8qayo2mMEnCRiIRQ2tUVo4/+0MjRPlS4+W6Lur1Om7cuIHd\n3V0P6U5ETKX2oyC+r9wH/6eMKHmrhoHy66/g/X7bsTEWusmL5qbZ6JF1EjSePSoVqiXe/rQrhYT3\nUjhIr8B76iK0YHC4m1QymcT29ratCmUoREWl0geDwdty8PSmGiYxZOHz8EQxTrQKB42kjhFrHOiB\nKOjkGQKBgFVejo+PG0Lo9/u2NiSVSmFjYwOzs7OoVCrY3d1FIpFAOp3Gzs6OjWs2m/XUrYTDYayt\nrWFxcRGDwQC7u7u2qQ6NHM8YYVUon5uGsl6vIxKJIJ1Oe0KLfD6PX/3VX8WVK1dQKBRukxcNI6g4\nHBt6ejW2RBOcY+DojXmJIBXtaI1GNBpFMpn0ZLaUTFel7/V6uHnzJm7dumXX5TxpBkUbDYiGX5RJ\n3pOf0/BXq04DgQBmZmYwOzsLAFhZWXlHuvhW7VgYC3p+Dp4qJzDaC4BVdhxcTU3pugsKBJWdCk/W\nnYMJjNCHwkrGhozfFTl0Oh088sgjKJfLqNfr5l38RyiqV6AnUq6CwqULxUgC8rAfIgN6xkKhgKmp\nKavrYMhBL880p+uO6kX29vZMYN773vcCAHZ3dzE1NWXvsQajWq0il8thd3fXQhwWXjUaDUxNTSGV\nShlSYFjDkGxzcxNTU1PIZrM4ODhANpu1NKpurstxKZfLZrBJYHLeyJWk02kjPv/yL//S85xcLg94\nCW41IP40JslLfk/nQxEIIb3jOLaojKltch5EaSzK4q5dnDNyHXt7e1hdXTXHwn4pOlJEqRyDn7vz\nhxWaGGDfeZ1cLof77rvP5vJO27EpytIBOIqhBkabvmisp1ZUSR+Fpmz8X720kkfaFxorP6wdDAa2\nPyW9Ko0ZMNrXQhlqFVR6PpY167OTT6HCs49MwVIw+Xw0YFz9SeKV75XLZQBANpvFwsICSqWSoRXe\np9sdHk9IZa1Wq0in08jn83Bd1zIZU1NTHvKOp5ux75FIBI1GA7VazcNx1Go1TyqPBK2SgEQaNPg0\nKFSmwWCAD3/4w5ibm/Ok1zm3Onc6pzonykfQIHFuANwmU4o0mR1qNBqW4QGGO7WfOnUK999/P97z\nnvcYn8TtAdjHw8ND1Ot1M1p+PkLL1/U53spw8HXKpKZeaXhCoRDS6TSSyaQZ4TttxwJZ+CfpqJBD\nU20K4RzHsTjecRwj9jiYHPSjtsLjvXkP3Z+AUJ9ZDaY0Z2dnsbS0hJdeeskMg8bGSrJRWPhMXJ1J\nhVF+haejh8NhTExMWIhSKpVMyFk0RlTBkm4leMPhMGq1GrrdLqampvD+97/fvB1DklOnTuHatWuI\nRCIoFAq2Mxc5hlu3bpkBXlpasn6xHFqrVfl3IBAw/uLw8BDT09Mol8v2XMFgEGtra0ilUmYUuSco\n12Fwc2A2Pju95G/91m/hi1/8Ir74xS/a3NBw0khQSbWAjYvUKF+Ad+9LJQg1G6aOhRxarVZDLpfD\nE088gYsXL1p5/f7+Pubn51EulzE3N4dSqYTV1VU888wzeOONN6x0XWWE86q8CfvG30Q+mgnRsIWf\n8ScE5ubmcObMmbvGVwDHxFgAIwurUEqtrT+tqhkNDqCfY2DMys8ok64KTiOj8R6vRUNBz/IzP/Mz\nKBaLtpxYhZsGgQcPa+aFBU704OpFgeEEcxETAMuQcA8JYFSt12q1zAAwNCL0LhaLiMfjyOVyePjh\nhz17hTBcu379OhKJBDqdDpLJpNVCsKIyEokglUrZugx6+n6/b2FKp9PB7OysbfnPvSt03UMoFML2\n9jYcx0EqlcKJEyesbFuLvbhxMRfBkSyMxWLodDqYmJhAp9PBhQsX8IlPfAJ///d/b8iG464xu1Z9\nqrxQCWmkOfdEOKqQ/B7HndzFxz72MXz2s5/F9PQ0tre38d3vfteI5UwmY2fCZrNZnD17FteuXcPh\n4aHJH5VanSJDNE3d+nkKXXX8VnUYdCjpdBqXLl1CNps1Gb4b7dgYC90n0c/qArcfAKtKT+GgF6LA\nclA1/FDBoNBqSpaehv9rGnVychLLy8t47bXXbJJZOUljwH0sNeevcbKGN7yXlmizcIdl0vS2Ggdz\nY93t7W10Oh3kcjnjHE6dOoUHHnjA1pqcPHnSwgAShPS0c3NzqFQqFj5MTU0ZZ8I1LExZ0mDUajVk\nMhk0Gg0Ui0VEIhHk83kjPbnnBVPSRA9M9TKGdxzH+BrG+n4+if08PDxEMplEpVLBqVOncPHiRbz8\n8svGX+nelOowFGXQYPsVkg5FEYd6b6ajL1++jB//8R/Hz/3cz6HZbOKZZ56xKtlcLodcLmel+9Fo\nFHt7ezg4OMAnP/lJPPnkk7YyVmVCkTQNmyIGPxEKjOqFlMRV4nx+fh7z8/OYnp5GIDA6we5utGNj\nLAAvelCl1vhSB4kDpBkCjTU1A0LDQoUDRnsmEILzNVYZ0hsQ6j/22GMIhUI4ODjwrDOh4lM4KUTF\nYtFSV1zxqMSt4zgW5/I5yWV0Oh1Uq1Xbi4LrLFzXRalUMgQRjUZxcHCAeDyORx99FPF4HJFIBJFI\nxErO+/2+bVrDsex0OlhZWTEDdfLkSXuWSqVii6yIYFjKzZ2lotGo/R2Pxz17VqTTadsmj+NNBWJG\nhpWjvE+1WkU8Hke320WxWDQD2mq1jPBlpuRTn/oUXn75ZQCw56OBp0Em2mD4SJniHNNRKHSnzHBu\nyBd9+tOfxq/92q8hm83ixo0b+OY3v4mlpSU88MADdvq5Ep/9fh+pVApTU1NYXl7GmTNncPXqVZMn\n3o/yA4wOI9LiQpVZhiv6OdWXcDiMqakpnDlzBrlczhNGHZc9OO9KI8kFjPbP1NQQLT9jR1pclhor\neaYhhGYMCOXopf2kpHIk/M2J7HQ6ePDBB/Hoo49ia2vLFpTx/vS6ACycKRaLVpvAfrGugErBieez\n1+t1W9zV6/Wwv7+P6elpK892XdfWKnCJerfbRS6Xw0MPPWTEWiKRQCQSwc7ODvb395FOp60AjDB9\nd3cXmUwG4XAY6XQajUbDDBqzMERL5XLZds9KJpOWPclmsyiVSoY+uLaFGROiKZaeh8Nhq9mIRCLY\n3d1FPB43heMWhCwZ5zhz/UwqlUK/38cP/dAP4Ud/9Efxta99zTyrktZavEVPTodCmdJNhfkZDQcI\n6f/4j/8YH/3oR7G1tYVnn30WGxsbePjhh3Hy5EmrRtWKUF1SPz4+jmg0ive97324cuWK515Kemvm\nTB0Q+RbKL/vNzylSjUQiOH36NKanpy3c5QZIGq7cSTsW2RB6ZiX8+Lq/sg3wQjQAHjTC7/Fvenx/\naKPeXV/XvDXv3e12kc1mPUVjmgdXb0ElY3ji37KNJKXuIk4h4MSSMItGo0ilUmbYqtWqeRMKTTKZ\nxOLionkdenNyAL1eD8Vi0VZ3sv4imUyaUWJfGo0GUqmUKf9gMKpiPDw8tJJ0ogYe5EwjQuWg0gOw\nGopGo2FIj6lIpky18Ii8yvj4uD0Psy806KFQCB/84AeNSyKRTOXxx/PqcFRuFHWyP/zd6XTwkz/5\nk/jQhz6EUqmEq1ev4vr168hms1hcXPSkvJvNphkrPivn3XEczM/Pe4wEm/IX/r6pDmgW5KjXgeGZ\nLJlMxtAnxyQUChmyvdN2LJAFMCqgAeCBWOo1NMPB94kktDCFPICuB2FooWEMB1NTl4R+jHEZ7z/0\n0ENWu7C7u2vbxlFx9eyPUCjkWZlJTx0IBFCtVpHJZCyT4TiO7eZMT3J4eIilpSXbi0K32uc6j36/\nj7Nnz2Jubs7g+djYGCqVipUTEx5zHcbKygoCgWFR1eTkpC0r39zcxMTEBJaXl1Gv1zE9PY2dnR1D\nZhy3vb09zM7OYm9vD73ecEn90tISXNe1ZexUgEKhYIQtU7kkkoPBIOr1OtLptCdE4NknVBhdlEey\nlN//yEc+gm9961t4/vnnAXgPGmZ9hL8ugf9TdnSfUxLPRFF/9Ed/hB/7sR/D9evX8fWvfx2ZTMbK\n45kto6GkZ2ftTSwWQzKZRKlUQiQSwfz8/G1kvd8wUPbYd/3R76lz4ffj8TguXLiAmZkZyxKxcYfy\nu9GOjbE4yuv7EYOmjJSQImHIykeN4zQrobl7Ld5iKKFZEhoKxtszMzPodDp2PgcwCpm49kL70Gg0\nrBxcYebc3Jx9PxAI4ODgwFh/nkB++fJl4xkGg4EtNd/b2wMwFKzFxUWcP3/eNlOJx+MoFovGi/DZ\nSAw2Gg2cOHEC/X7fMh80dsvLy8ZLRKNRFItFJJNJW6jGk9pjsRhefvllTExMIBAI4PTp0zZmruva\n8nXXdZFKpaw/RGV6xgaXyCtyaDQadno7vb4itGg0ajtzOY6Dn/3Zn8Ubb7xhr3EOlKSkLHBDXUVx\nGipRhv7wD/8QH/zgB5FOp/Hss8/i1VdfxezsLN7//vd70sDcDIdcDfs0Pj5u4aDOO59Ha3cUGagz\npEPUbA0bCWE1hqdPn8bJkyet7JyhOTdWVnR+J+3YGAtgtO8AFVgZbs1YAKPMAQdcEYQaEH6GVY+a\ny6eiKxRVzoKbuC4uLlr9QqfTwdTUFF599VWbWK5AJdRrNpumYMlk0jwqMGLgedBPMBi0g4gnJycN\npusZH0zF0ps8+uijVqrNZ+SSZ36OCl0sFpHJZGzFKg3awcGBkXAkP1mfEQgE7PyQarWKRCKBjY0N\ntFot3HfffSa8BwcHxo9wbHmcQDKZtLUlXF9BI6qHB5EsnpiYQLPZRC6XM4/Koi6em0LF5wrWXC6H\n3/3d38Vf/dVf4fDw0NAp5YXzSaOhCkkZabVaqNfr+MQnPoFf+ZVfMa7npZdeQrvdxmOPPYb5+Xmr\n3yGiYvjBTAwNgpbwM+1NJMyxpfwq+aoZGk33s780RropVK/Xw9TUFM6ePetZFkDynXtv3K32tldy\nHOfPAPwkgF3XdR9487W3PM/UcZzfBPCfMTz/9Fdd1/0f7+AeAEbkoL5Or0VrCozWhGhO3fNQb4Ym\njD052PqehjqagwdGCk1ybW5uzlj9TqeD7e1tO4mLy6uB0fECpVIJU1NTnrCHtQKsiOTEB4NBey+T\nyZgA0ZB0u12Uy2VUq1WkUimcPXsWgUDAioG46Q4NLAuDSqUSHMdBNpvFxMSEnZ8CwCo4g8Eg9vf3\njTikEpXLZWSzWdRqNUSjUayvryMYDOLChQsARhWNLIRzXdcOGE6n07Y1Xb/fRyKRQK1Ws+XxqVQK\nm5ubeP31162mg9v2EWHRQ46Pj3vGibwHSdd4PI6pqSl87nOfw8rKCv76r//a5o3oggiLYRA5GiKZ\nxcVF/P7v/z7uv/9+XL9+HaVSybI8Dz74oO0VyoVtLCCjUnJRnPIDnHOGFLyePxxQBK19pWFT/kUR\nClPK4XAY586dQyaTMa6L9ySJfDfbOzE7/yeA/wPAF+S1I88zdRznfgD/EcAlACcwPK3svOu6b1sV\nQjhL+MSYkmGEHkRDoadxoeDTstMDhMNhg+kMB0KhkKELvs5ra1pT8/UXLlwwwkrTpkxBAqOt+bhr\nNlelsp/FYtFQE4WH2RKmTIlS6vW6oZGdnR00m01MTk7ivvvuQyaTQbc7PDyX4cnh4SESiQROnTqF\ntbU1OI6DTCZjhw/l83nPeacsuCoUCka4hsNhJBIJlMtlJBIJVKtVVCoVbG9v2xZ7+/v7mJ2dteKw\ncrlsvBBjYwptIpHA+Pg4SqUSstmsx5Bub2+jXq9jamrK0sQcG3ppcjpc+l2pVEzZ+VyDwWhns1On\nTuHxxx/Hd77zHTPsVDJNf9PgpNNp/PRP/zQ+8IEP4ODgAK+99pqVw8/MzGBpacnqTDhuigI4ZjSW\n7JM/qxGJRLC6uupxdv5wg9dkHzUcZtisJQKDwQCJRAJzc3MWftB4URZ1NbWfNP1+29saC9d1v+Y4\nzrLv5bc6z/QJAH/lum4bwKrjOCsYHjz0rbe7DxVFISIw9ILlctkemkiCx/TRULzZV1N+AB5vSWUm\nGQWMEA25ByIMxtXAEImcOXPGMgL0moToukx5fHwcU1NTGAyG+0gQdeTzeeRyObTbbVQqFauPoIGj\nkO3v76PValkF5fb2NsbGxqwSU5FJs9nEwcEBxsbGcOLECdRqNXznO9+xRWPMLvR6PUt3jo2N2R4c\n3CavVCpZFqPRaGB2dha3bt2yzMv8/LyhDMcZlWaTd9Balr29PTO8JDCnp6fRbDaNvH322WcxNjaG\nBx54wMaZS9SJCOr1ugeuc8441nyWVqtlxm1/fx+XLl3CG2+8YShCiXByEw8++KCVwPd6Pbzyyiv2\nXKlUCjMzM4ZomE2iJyd64L4rlC2mwBOJhActdLvDXdqvXr3qMQCUVc3IkfDUIi2GyTR6WrOyvLyM\nEydO2Hm1XABJEl4d391q32/q9K3OM50HsCGf23zztdua4zi/5DjOdxzH+Q6Fg5PLAeNrWq6szZ/Z\noMVW8pMwTjfo1YmigfCTT71ez7wKQ45KpeLJTGg/dC8KTZWyEpLGIZVKWd2BCjXhJ2N7EpAzMzOY\nmJhANBq1dCa3uNMiMxJbzBawsVaBJ4Jxqbl62Hq97ilu4ka/09PThu5oFLjXhK4Y5eFDNBr+7APJ\nza2tLavqZIgVDAbt2EGtdNVMhQo9x4npV+UEgCFPAHj3PaHRnJ+fx/33328oa2VlxXZXj8VimJmZ\nsZoWhiu6rZ7OFWVP060qV7wvAOvrUU1DDcquci6KCujQotEopqamzFjzWek4df4Vxdxpu2P2w3Xf\n+jzTt/meHV+4sLDg0kJzoqgIrB8AYFCVsZsW7lAgmAHRCfUjCE44jYguXdfwQwumDg8Psbe3B9d1\nbZL0bE9C0sPDQ+tbr9ez08qBkdBy2TW9Pw8kYn+JXpaXl42orFarmJiY8JRSLy0toV6v44UXXkAu\nl8PFixfRarVsgxldPs1MABl8hnCxWAwnTpyw9R4bGxuYm5uzrIbjOFY8lU6nUSgUrLhrd3cXsVgM\n8XgcGxsbyOVyiMfjtmcn369Wq7aylRkckrZcN8Et+HhfHgBNvkFDTdd1jRMBYBwS05TMItFwT05O\n4ty5c1hcXAQAvPTSS0amszp2YWHBSG2Okdb10PDRiZHzInJhTQXDSaKQcrmM/f19MzT+TIjf+1Me\n6Uh4D9afDAYDLCwsYGZmxsaKC+oYfmhdEQvE7kb7fo3FW51nugVgUT638OZrb9+RNz0GFY1eQS03\nYagWQWm8y/dU4flZCpl6fDLuimiAUTjT7XYxMzNjcTU9ECE5AAs1eD2GSCS6SCwSivMUMN6HC7BI\naFJJzp49i3Q6bUiCFY80Vv1+H9euXUO328XCwoJVWDqOY/tHzM3NWaqXtQ2s2OSuWQzNOp0OVldX\ncf78ecTjcSvdptdrtVp2uPHu7i4ikQimp6dx7do1zM3NYW5uzpDY5uam7dPJ4qpYLIbZ2VmUSiV7\nJm5Vp96VikFB54nxHH8aOYYJRC2hUAibm5tYXFzE1tYW9vb2MD8/j4WFBSwvL6PdbttqWqbXA4GA\n7b9BxERjoVyBFpiRgKaRYM1LOp32pOk5dnt7e9jZ2fGEaxpy8HkpTyTlKVtEzTRC6XQaCwsLtjkS\nQxCOczgc9pyMBnhR8J2079dY8DzTP4L3PNO/A/BfHcf53zEkOM8BePadXFCtOL05yTJCs2g0asuW\nKdDcXp+enYKn9RTAaH8AYGQ4FMLRGuvpYN1uFw8++KBZb91/gvG1xqJ8BtYGaBaGm/ASenc6o5PF\nec4oeQIWZLH0uVqt2qHDrE/Y3NxEPB5HNps1Q8EDfck/XLlyBXNzcyaULMNutVqYnZ3FzZs3bUxD\noRAuXbqEfr9v6zSAUUFUpVJBIpGwTW2IOM6fP29emDwA4Xsul7P+8hm5VJtlyVx8xjUipVLJ+ACG\np9wFjB6fC7aYMWH/WFV65swZnD59GgsLCwgGh+enbG1tmWF3HMdI3l6vZxWn5BkULRB1qgHguNCg\najEZ32dYurm56UmLqjwqp8YwjEaF9wdGZQLBYBAnTpyw4isSnpr9Iyp7N9o7SZ3+3xiSmVOO42wC\n+F8xNBK3nWfquu5rjuP8NwCvA+gB+JV3kglR5WaooDEcra/W9usu0jQu/uITCqZCWU6m3pv3odEg\n212tVrG0tORhrLlRLQ0WkYNmaprNJqampmzy6SGAIYfAzMjc3Jx5TJZVMxallyJnwL61Wi0UCgXE\n45OMgg4AACAASURBVHFMT0+j2+2iUCgYLK3Vaha+TUxMoF6vm5CxFQoFbG1tWYiwvLxsWRouWS+V\nSna0ISsRGcrs7OzY0vdCoYDz58/b4jaOEY0v55O8x/T0tI1vJBKxfTn29vZszczh4aERdZxvLmRj\nKTvDyVu3bmFubs4UvVarYWFhAYPB8HRyKhD7m0wmPfBd+R89AEkVlfNLZxKLxXDr1i30esO9WGn8\naViJepLJJL797W+bg6ChopNhU65Mn5lyz7awsID5+XkP4qBc0MAq4c6wyC/z3297J9mQ//QWbx15\nnqnrun8A4A/+pR2h0nKylLRShKCDygElt6AEE+GmHg/o50L4fVp2CoTGkadPn7ZKv/Hxcezv71t1\nI7kKegN6Qv9u3gwdiG64US6/t7u7i1AohOXlZfMQVMxGo2Fp0P39fduCnyeJ0SiUy2WkUinbmYpL\n2bnZ7O7urq0RiMfj2NrasqMEKVCBQMA8dyg0PByIEJtFaRRA7mMRi8WwtraGXq+HVCqFQGB0MDIN\nDNEajUEikTBuhZDZcRzk83nbP4POIJFIWFaBi9C4tuXg4MBi8kwmg6WlJbTbbeTzecuYcLEcIbzu\nwsVDfrjmhalwNQ6ULyr0+Pi4HeHIsIgl/cDoCAHWhbzwwgueUMOfbeN1tTCQcqOp2EQigdnZWTvA\nScNr/56m+rde907bsVhIBngXxmj8qjwCf1PpaF2B27dWA7zkkU66Dp7yFTQ2anS0ZJzZCB6dNz4+\nbussmO6i0nEySWqRI2AczInUvTLUgLEmwHEcK9mtVCpIJpO2FkRLjAeDgSEOevOJiQl7j7UeOzs7\npki5XA7BYBDFYhHVatWElCiMcTGV3188RISg1ZEstOIYhMNhM9hap6ALsYis6PG73a7VT+i89no9\n2/2bm9FEIhHMzs7ixIkTCAQC2NzctP1LJycnbbUtV7ayH6y+ZFGVhsFKKgKjfTyBoQLu7e3ZgrFa\nrWZIR+WR6JfFcSpv/lqKo3RAZZJkOndQ00yP8nVaSsBrK0dyp+1YlHv7U57KNrOpASCqoGXX08NY\n0APAAyV5XUJMCjyFvtsdHYajfAfJPWDoNRgTco8FXfXI7dRYA0DlL5VKBsFLpRKSyaTtFNVsNnH+\n/HmPkWCfB4PhdnL5fB4HBwdmKGi4+AwkE0OhEIrFInK5HAaDAQ4PD3Hy5EkUCgUzTgcHB5iensb8\n/DxCoeE+jQw7QqGQ1UVUq1Vks1nE43Hs7e2Zpwdgm/wwe9Hv943jIH/BrQ7j8Tjm5+dRr9ftSEIu\nDSdfwc1+iE6Yyo3FYigUChaujY2N2T6Yu7u7eOCBB3Dq1Cm0220Ui0ULwaanp612RIvySGByvihz\nWrKthkNDEIYqa2tr2N3dNWRZKpUwMzODw8ND23KPRuiZZ54xPoQkJeWNSJfyr45SHaLrDgu7FhYW\nLAunJDD7TfnWrAsR9781wXnXGweG3lYbFUmJHxoNxp66AzgHiSGAIgUKKYWE33Nd107v5kCnUikk\nk0mUy2UTHBoCFgqRrSe5xvszrmTYQW+eTCZtQVg0GsWZM2eM16D3pvc8ceIErl+/jmKxiEQigenp\naSPWaOhI+pEAZtaEcPX69evI5XKWXpydncXExIQZOY4BTxo7ODjA1NSUkY2h0PAgZS2D5i7fxWIR\n7Xbb8z5rJbilGzevicViVro+MTFh2RW2Wq1mGQVyHhsbG0gkErYCll78xIkTuHjxIgBgdXXVYDhX\n8+rOXkwrMkVLGWAoStSoY6oZNS3R7na72NjYsGItksalUgk3b97EzMyM8U7PP/88vvSlL5nTUzlT\n5KzoWZ0mw7hgcHi0pO6fQcPpd7KKnmlMGM7ejXYsjAWVmcqtMRwr09TrArhtgDX9RiPC93WyFG3w\nPvy+EpUAPGnPRqNh8JYLq8jg03iwio/rR6anp817skybDHooFMLS0pLVJDATQi+WzWbx3HPPIRKJ\nYHl52dZvcIzC4TD29/cRi8XM0LB4rNVq4datW7hw4QKazSa++93vYn5+3rPTc7VatdiZqIMly1tb\nW4jH47a3RT6fRyaTQTqdRqfTQbFYRK/Xs5TjxsaGLZpjWpIEppa8k1vZ3d31EIk0MERFPJSYqWcS\nwufOnUMymUQqlcL6+ropFDkWlqwDsPJsTfsSGdGRMA3LvqhnVh6Hpf6bm5vY3d01ZLmwsIAXX3zR\nNhLK5XKoVquYn5/HP/zDP2B1ddUTTvDalE0iXP5Qwfn6+Pg4FhYWDClp9o7f0dS/rtfhkns+291o\nx8JYaNPBJAQjS63QTC0yB4iNWQQ2teSsdNM0K+8LjFYp0niwaIq7QK2urnqW/bJfFNrDw0Mr6aaR\nocck+z45OWmLfxjz83mYhuPeE9zligJK47azs2PXpaHI5/OGQBzHwdbWlhFjOgZcBUp2n0JGjiES\niaBardqCMm6Dx/d4APP29rZVpPIMDxKt0WjUwot8Pm+l8OFwGI1Gw9KlNOIkF1mrQQS1v7+P5Te3\npguHwygUCkZ0ArDFazTyrPjs9Xp2iHMymTQjq2ltLQKkPFAOBoOBhViJRALPPfcc1tfXAQw3mpmb\nm8O1a9ewtraGaDSKTCZj61a63S6uXLliNTQqr8ol0FDTiPC+JC2TySTm5+cxOTlpRotFW3SKREEk\nnilL/FvDqjttx8ZYaL4ZGEFFKgdTpLT+Cr2Y/qJXplWlgPB6HFANSwhFmX4FhhPJHD4NFdeFpFIp\ny0js7u5aDcD4+DiKxaKx4QyPuLsWSbyTJ0/aCVE0Jpx8Gpjr168jGo0il8thcnLS9msg2jo8PLT6\nCMb4rVbLsia6zRt34W61WtjZ2QEACwlisRgymQzy+bxt3MNsCjMX1WrVyNB8Po9KpWIZEiIN3eA3\nkUhYTQaRAes7GArRw3PsEomEbSe4tbVlc5BIJPD444/bojd+PpfLIZVKedaTMGPFIimGm1RO3X+U\npCazNJQRfo/pdv7s7e1hY2O4iiGdTiOTydjCs+XlZXvWYDCIhYUFfOMb3zCeimiBxkDlm/dUjo5o\nYGxsDJOTk7dlcMh7ENXyOnx+lWEAt4X0d9KOVTYE8GYnlKGm9eXga1qVk8pJUXTCazLGpPDwf4We\nNE68BtcJ0CMQ5TiOYwuwNBZVpKL1BhRmx3EMDfA6CtkbjQb29vY8Aq6IiZ6KBWLB4HCJObkRwn7d\n5JeGjlkBLowiW08B1GpX9p+l6lyrUavVUK/XjVwliUjPye3kOG+8HuNmLqQjP8DMCw0XU7OHh4dw\nXRfLy8uIx+M4PDw00pD8BzM1DBNZtaqFVf51En4ykKEGZU3DQHVeLIUn2igWi6hUKpienkYmk0Es\nFrPam1wuh2vXrt1Wxs37aCZE0ayG0q47LExMpVIeGWB/KO96TX3Go/TqbrRjgyw0DtOJohLrIPCz\nbIRi9L6A1/gAIwTClJyiEAoJY2ha+Pn5edtlm0I4OTmJq1evegqy6KFoUJRzYaFMIpHA0tKSwUl6\nXYW/hLTJZBK5XM76zRPIuUybdRMMW7jBDleiEulQobrdrpVoM+3Kw4JWV1fNIAAwz0/jxqxNpVJB\nMBhEOp22Ywu5elVDFy6X5/mgNNTcw5OhmKa/WS9yeHiIVCqFD33oQ7Y+4tq1a7d5WQCenciq1aqt\nB+Kyf96bXpvQnvOiskAkSkXUHbSLxSJeeeUVW7FbqVSwubmJhYUFjI2NYXNz08KP5eVllMtlq61Q\n9PpW6Xol4YERws5ms55KTTox3dhaHSjvo8Q/QywiuTttx8ZYaOmrEnlq8WkAGKvROwEjIlNX6/lz\n5rp+hKW/CvFoqMiiT05OWkqVi6729/eRy+WsOIsKywxIo9GwfSFIzobDYczPzxuBx+uz2IZ7PHB9\nCFED42rugsUFWIzFuZyau3etrKxYCTgNlgoLidilpSVP5oZpP64KZX0GjRNhMTM8lUrF5o3FTazr\n4C5c5DkYznAnLYYAhUIB2WzWsi6BQADnzp3DwsICKpUKtra2EAwGMT8/j2aziUwmg2QyacZbUQxD\nC3poNRQAbqv74Hs655qFoEFPp9N4+umnAcDGo16vY3JyEuvr67YXaTqdxoMPPoizZ8/iq1/9KgqF\nguea/loecgqUZ4bCRAwkNmkwaSx0IaU/jNbX9P9/lwSnWlkNJ5QUUuJTB01z1qyqBEYxKD23llz7\nC34A3AbtWJWXSqVs7wpWKfKHNQFaRnxwcADHcYxruHjxomdvC5ZzUwCLxaIdXss1C6VSyRSN6c1O\nZ3g0YCAQsL0eqRBXrlyxFZ8UKj4v022sjHzxxRfNUDFkYf2H4zi4evUqbt26hVOnTuGRRx6xxVoM\nVbSakXPU6/XseePxuJGf9Npca8NDmPr9vtWkBINB3H///bZdIeeIxpBkZrlc9mQ2WN1JY8Awi2iK\nyEFrKPRvNuUySILHYjFcuXLFEFi5XEa73UahUMDq6iqAIQogB3Xu3DlEo1E8+eSTnvJuXp/3VAfm\nD3+IbGdnZzE5OWkFbTRulFsNr/hdflZXYFM//t3VWWgsSeXWVCh/UxAA7wnobH4h0IHjpDFc4T1p\nXAhJWX8QiUTMixDS5/N5g4ONRsOUtlarIZvNolKpIJ1OY319HdFo1I6zI1pinzKZjO1ENTk5iV6v\nh5MnT1pKVHdeIjfRbreRyWRMybm6lalN7uJNMrVer2Ntbc1WenK8uB4jm83ivvvuMx7hxIkTcBwH\nDz30EKLRKF5//XXb9o4nhnGs6vU6XnvtNVu8pmEbUdjq6iq2t7exvb2N8+fP4/z58wCAGzdu2D4a\nmUwG999/P/b39/Hyyy/bKtBUKgVgtAKYKWeOPR2Gxvn9ft9WXrKvyk1RkQDvegwqIBFnKBRCPp/H\njRs3EAgEsL+/j42NDRwcHNgZJkzh/sAP/ADm5uYwOTmJV155BVeuXPEsJ+Az6A9lU5E0DRmPeaTh\nU6StSJpog+hDuTYN0++WoQCOibHQXLOGDVyl6S+qArwnRwHwZDQU0gHeklctkz6K/FH4yFQed60i\nc7+zs2OC5zjDXZamp6dtQdeLL75o6S7edzAYHqrLVZLVahWrq6s4ceKEeROWDcfjcSMS6/U6dnd3\nLUVIjiSVSmFvb8/uTb4kGAzajtMvvvgiIpEIHn74YcvwsP6ARw784z/+o61t4PmY/X4fly5dQjqd\nxt7eHp5++mlbXxEIBHDx4kVMT0/jvvvus4Km1157Daurq5ibm8Pu7i4effRRrK2t4fTp06hUKnj2\n2Wfxxhtv4IknnrD6iB/+4R/G4eEhrl27hkqlgrm5OUMgTCG2Wi2r+KSh59wRRQAjg6+pbxoU3Yc1\nGAxaVoXhAb/D8LFYLOL69evY3NxEoVDAysqKyVAikYDjOJiamsKlS5cwPz9vKeE//dM/Rblc9iAc\nhoM0Brqmg3LM/oZCIZw4cQK5XM4yU3ydGTPKrCIVyqLWF9Fx+FHUnbRjYSwAeIwEldoP1YARAURY\nDozOjOD7HBzGe5wopvdofSn8bAobeb1kMon9/X1TVoYR3BG7UqlY7QInmPUQKqgUHj4b05iu61oN\nh+7KRAEmP0G4To/CYjByHMDISLJwKhgM4tSpU7YuhM9KRctms9jc3LSdxgnnmQ5ljQLHkWHIq6++\nimQyiampKczOzlqdwcrKClZWVlAsFtHtdq0eIpPJoFwuY3193ZDXuXPnsL+/j52dHVv2zvNSNVxR\nVKjzpJknjiMVkwZFiUsl/PxenYaiVqvh1q1b2Nvbw9bWFra2trCxsWF1NopGWANBgvfq1atYXV31\njDGbIh8l3P11HbyupsnJs5A70s/ybz6Prkdi5aq/0PBO2rExFko4cSAJw9UYUJm0rp6pRM1nA/Ck\n9ehZCE11dasSW6qMXAOQSqVwcHCA7e1tzM3NYW1tDYuLi9jc3DS2msf/sbR7Z2fHajXoIch3cB+J\n2dlZxGIxJBIJ2y2Lz8gCsPHxcVvroWHX9va2nVjGWpB+v2/k4Pj4OB577DHU63Xs7+9jdXXVOIVu\nt2ul7SQeq9Uqbty4gTNnziASiWBlZQWVSsVSyN1uF6VSCY1GA+VyGfl8Hqurq5YG9hcbMXRbW1sz\n4rPZbGJjYwO//Mu/jOeeew6FQgETExM4deoUMpkMpqenbfyZauWmQQrrGYaqsml2QcMAKpxmqTRV\nybTwCy+8gJdeegmFQsGKwXjvVCplcxONRjE3N4eHHnoIuVwOi4uLGAwG+MIXvmCrh0lqczwUYSoy\n0oV1sVgMU1NTmJubM4NP+VaOjA5NQxolMP0hOZ//brRjYywUOvqzIPztL8kmnD1qMPgZRSiA9+Qz\nNk4gBZ1WmqQfSa54PI5CoYDFxUXcuHEDsVgM169ftzTj5OQkIpGILbUmAcoTyVqtFtbW1pDNZm11\nJrkPCnQoNNwQdnNz07w9jQ7Hh3s/MHvCOo5qtWpb/xFtlMtl3Lx5E4PBcK2L4wwPPuaxiMzusMiM\ndQvhcNgWf21sbHjCwbm5OaRSKezs7Bii4roQFW49+rDdbuOjH/0oPvaxj+HJJ59EtVrFe9/7XkxP\nT1vtCatJNeXM0MG/KFAXAyr6pOLwjA7XHZ4Py+MWyKewnuOll17CK6+8glu3btk8sP8sn+/3+7bi\n8+TJk7h8+TImJyeRzWaxsrKC559/Hi+//LKnz+qINIzm81A+iTxZKUt5poyyopdGiNfnPTSTpyla\nGkKV/Tttx8JYMKxQlpiDRWFgo3WlgmhmQ+szaNG1WEthPI0PhZOwllA7EAjglVdeQbfbRSaTwfb2\nNgaDARYXF7G3t4dUKoUbN24YciAKunnzpidkUlh/69YtT+VhMpm0snQ+OzfV5YpPPguhMFER6wno\ngQaDATY2NtDv93Hx4kVLSa6srCCTyWBmZsYKuC5duoTZ2VmsrKzYUYcHBwcIBALY2NjA0tKSrYMA\nYLt6pdNpTE1NYW9vD5ubm5biVeUGYIYvGAyiVqvhp37qp3Dfffchm83iypUraLfbuHz5MnK5nO20\nTp6Cc8D54rgSEZLL0OdWmM3zS3QvzMnJSZMXnqq2srKCl19+Gfn8cN9pdURM7/Z6wz1UJyYmcPr0\naaTTaSwuLmJychIA8Bd/8Rd49tlnbV8MzrmSrpxb5SXojKjowWAQc3NzmJ2dNcNIdKLXUueo4Zly\nL/5MzN0KQYBjYiz8VWjAKCyhEvlTURq/+eNZAB6B4rWO4ihY/8/JIboYDAYolUp2tga38memAoAZ\njMFguNs0BZMFSGNjY6jX6xgMBrbRLbMnyWTSKhtZ0cijAIgiKLDsI3ei4gFGui/l1tYW+v0+FhcX\nbel8oVBAOp3G8vKy8QedTgf7+/u4cuWKlZtzxyr2f2dnx8IfxxmuX6GRIBfCbfJqtRrOnDljSkqU\nxXqMD3/4w/jIRz6Cg4MDfPWrX8WZM2fw+OOP205kJH2p3FQUOhByDHqauLL9nDuiGsb3dCDtdtu4\nj3a7jSeffBJPP/00arUaYrGYHWykjgUYHgoVj8eRyWQwPz+PpaUlIzez2Sw+//nP46tf/aoZb4aO\nrLlRjop99f+mcyOq0LQ8CXuGzsAoM8S1QnoPvs/r300jwXYsjAUwqsIERoNCIQC8RoAW9KgKNf6t\nqyn1PVplChXhtS5FBkYl1fl8Hg8//DBu3bqFcHi4pX46ncbq6ioODw8xPT2Ng4MDRKNRnD17Fuvr\n63jkkUfwzDPPGHG5t7dn5ddEFVwTQk9ZLBbhOI6laJWwIr8QCg3PLlUD0+/3sba2ZruB+wneTCaD\n1dVVO2CZxotVp/S+vV7PVslms1nbIZvjy0OUT5w4gddff92MGJHX5uam7ZfKNTWf+cxncPHiRTz1\n1FPY39/HQw89hPe+972m8KzcbLfbtmCOqI8Kz/NT+R0iECoJjTyfgzCd80oj/Nxzz2F7e9v2/aAi\nagq90+nY5sfpdBq5XM5W9Xa7XTtX5Utf+hK+/vWve9LwlB+GOsBok2kNo/0ZsmBwuOUhZaXf79te\nIP6Fdpwn3ReDBkL5LL6mhOzdaG9rfhzH+TPHcXYdx/muvPa/OY6z5TjOS2/+/Li895uO46w4jvOG\n4zgfe6cd0QF88zomMFrp5k+h6vc1rlVeg6/5c9R+LkRTrMHgcNPe7e1tW1zF+gYKIc/nDIfDmJ2d\ntXM59/f3kclkjAykYaMSKH8CjGB+Mpk0WK6xOZsStDR8nU4HtVrNNu39/7h7sxi5zivP838jIjMj\nl4jcIiJ3JpM7RYqSSEm2JFvyUuWl3OWB3YarCkaNDTdQ/VQzA8xDdc/TNBpo9EP1UqgGuqqMGbS7\nu6p73JipdqNchi1LpiRLlEVJpEiKS5LJ3DNyXyIjco1lHkK/Eyeu6GqZ4gPRFyDITMZy7/ed7yz/\n8z/n+EMAKDkxMWGuMl4Z3pNUE6pEImGAJdyGXC5nvI1YLGaDnNvb2+uoyJ4mXygU9MQTT+iRRx7R\n3bt3lc/n1d3drZGREVtrX23r+TP8Tqq1xfeuuccCPIAX5k0QvhYKBd24cUNvvPGGjUhobW2tS7ND\nkBsYGNDBgwd14MABG2uAIoJzMzs7q1dffdVkx8sYCh6DFg6fPeDK78iysZa8x3NIwpf3wsOhO/fl\nw6AHdd3v+EJJ+leVSuWP/S+C+xxfyOH0oQfC4EFP0lS4YFJtbqdf1HAum8/C8vkGulL9OEQEjfe9\n/vrr+trXvmZFXm1tbebej4+P27Qu0lUdHR3K5XLq6urS5OSklWkHQWBCgfWD/MXwYj+egHXZ3t62\n0AT6OZkF1iISiVgtyfr6uo08XF1d1dbWllktHyd7IK6hodo8GEJSLpcz8hlgWiKR0NTUlKVKqRch\nXGOv8vm8vvjFL+rLX/6yLl68qLW1NX3hC1/QgQMHLGQitQrIS8m7VKMvgzH4ew2nDsNYE0owFotp\nfn5er732msbGxqyuBdAyFoupvb1de3t7Nn+VEY3es4ERmUgk1N/fr7t37+pP//RPDUT2qX0Oe5gk\nxuH1WT3kfH9/30rQPRgJ2cqTuniv5w55z88rB5/h857Gx73ud3zhr7rue3whi+UXmCvsFfA7hAQN\n/cH9foiw49NlvMYDpVKN1ENJOf83OjpqvSNg9tGwhjZ5xWJRt2/f1hNPPKGJiQkdPnxY7733nubn\n562gK5FIfIgrUS6Xlc1mrasVXgMjDrAuXV1dluIEPASEo+1dqVTS/Py8TTsn7XjgwAFJUjabtefy\nKeX9/X0dP37cDgqsUtawsbFRBw4csD4e5XK1a/b+/r59liQbQvTcc8/p+PHjeu211xSLxfRbv/Vb\nGhgYsGem6Avwjj2lTR3hH54EM0/9Xkm19LJH/5uamrSysqKf/exn+uUvf2mdzCh0w/MjA8M98DkA\nxhywtrY2pVIpDQ4O6j//5/+s119/XcvLy3UANs9A+MFn+rS/9259AVhLS4v6+vrq+pFClyfV6zMq\n4cxKJFJrcM33cD4wht5b/7jXx8Es/jAIgv9Z0tuS/vdKdYr6gKQ33Wv+zvGFkv5Akk0P9xkNLg96\noRikejDHA0phzgTWR5IhxbyPmJv/80Ar74/H4zp//rx+67eqkRbNU5qamtTT02NeztmzZzU9Pa3B\nwUHdunVL+/v76uvrM6IT6VOqLuk9mUgk7HB4NiJTu3O5nLq7u60HJu3q6FxeqVQJYbAOqYRtaGhQ\nT0+PVldXre1epVKpG0ADz6KlpcUmnS0vL1u4cvDgQfX19WlpaUmxWMyG/KLYIpGI+vr6NDs7q0ce\neURf+cpXtLu7q9dff12ZTEanT59Wb2+visVqZSh4iT/orAkhVSQSMU8N8NETz9grzzsh7PrJT36i\nl156Sevr69re3tazzz6rSCSiiYkJtbW1aXV11TIO7IvHEfAMotGokckymYz+w3/4D/rxj3/8IcAc\nhcthBYhGkXL5TByyTOfxnp4ekzueg5okH24h897T5gx4EpdXTNyXTwB8nOt+lcW/lfRPJVU++Ptf\nSPrur/MBFTe+cGhoqOIf1BOuwjGb5/qHad1+AcOehGf9sYi+WQhWk4X1LeGuXLmi7373u5qbmzM+\nQyxWmxwOik16sVislmTD8WcMwN7enlpbW60fAug5OAJl3d6iHDlyxBTZ6uqqLl68qL29PR09etQK\nqTY3N/XOO++YFWXUAGlRDgUHlMI0xv1ls1lrlYewM8JwampKnZ2dOnDggG7cuKFyuaxHHnnEJm0l\nk0m98MILSqVSunbtmgqFgjKZjD73uc8ZgIsyYP94Rr4vTJDjUIHj+H4bnn8Abf3WrVu6efOm3njj\nDcViMR05ckTT09NaWFjQY489ZvtBiIgSDYJAPT09JgM0L25ra1N/f79WVlb0/e9/Xz/+8Y/rDBWe\njjdwPnUc5gR5LAVj1tDQYNXBKKFSqWTcm7A37cNzZJ/PJpyFZu7JW7z/QVz3pSwqlcoC/w6C4HuS\n/uaDH+97fKEHONGUuGx+iJCPz3yo4kEdFpcFZuHoLsTioeE9T4MN8orr5s2beuWVV/Tkk09qZ2dH\n6XTayE50waa+480337TGODD/VldXlclkjMdAGTvuJ2lLnplDDdaAgLS0tNiwoLt375rAEuOWy2UD\nKREarFF3d7fNukCYCG0Y+Mx6dHR0qKWlRTMzM6YIx8fHVSgUdO7cOfNW4Gyk02m98cYb6urq0vDw\nsJ588kkr66dzFWvrsSmvHFBSOzs7BixyCDz7knohGvG8//77ev311+19m5ub2tzc1IkTJzQxMaGX\nX35Zzz//vPL5vFKplCYmJpROp9XZ2SlJxn4lwzQ8PKzm5ma9++67+uEPf6ixsTHkvC6T4cMNZIr/\n9/iDf5/nhDQ3N1uJPkoPLMUrpfDnSDJvi/VjTf15ABt5kNPJ7isZG1Tnm3J9TRKZkv8m6XeDIGgK\ngmBEv+b4Qo9we3DTA23uHiTVo8HeE/EgJZkN/1m8zmtgFtz/4b3vvvuupTshxoCV4DHgmdCNsvhv\nBgAAIABJREFU2yPTNPyF1QhpyaeGAbGi0agdGO8RRaNRTU9Pa3p6WrFYzMIPsguAgBSMYYkhcOGV\n8awUanmBxxPJ5/OqVGqT2SiVPnr0qPWSYNjRlStX1NDQoJGREZ04ccJK9b2H6BWFz0KhGPEy2Dev\n6D0OhWKtVCpWOUtHKUKHtbU1bW5u2h6sr68rmUwat8L3GuF7oN0zMe6tt96yxjYee/Chqs9ehMMF\nL8/eO+Znn9miy5ekuvaOfNbf9TO/C/NPvHcaPjv3e93v+MLPBEHwuKphyISkf/jBTd/3+EKvsfEo\nwniFT0v5GNMrGQ+EIYh8Fu68H8XnNTbWS6qhzTR+oanJP/tn/0yzs7Pq7u7W7u6u3nnnHaskZahN\nNFrtE1koFAyEZCANiDyHFTo08TmAHopienraGKLc48rKiiqVipGs1tfX1d3drSAIjLLt12dgYMCw\nCNaO+2RiOzgIh3J5ebmuj8bW1pa6u7u1srKilZUV9fT0aGRkRNevX9fy8rJ+53d+RwcOHLB+nL6V\nnk97skfeylKrArYjydrd8/0cqmg0atwHQGBqX1ZXVyVJfX19Gh8fVzKZVHNzs0ZHR/XEE09oZmZG\nkqwWBrwIUtTS0pL++q//WlevXrXO3GGyGAaC5+Bw+ga5/tm8J4uyjMVidVR9FD10f4+5eeWEXPq+\nFvwufJZY+weFV0j3P77w//o7Xn9f4wu9i4drjdtJLO5jP94jyQYMk9HwQCYXCgi334crnnOAAmFj\nvadz6dIl/df/+l/1xS9+0aZSPfvss3YQ8/m8FhcX9dRTT2lpaclSvd7lRvlgCaLRqDo7O40Bmcvl\nLBRg9AAMxGKxaIN61tfXrTcljVLAKMBj4IYw0zRMPMNF9cVJ+XzeXucxoXK5bAOLvvnNbyqZTOqd\nd97RxsaGTp48qVQqpSAIrAQeNifp6lKpZAoErwDOCv01iNexhlJtOHZDQ4PRrFESfN7AwICi0ahu\n3rypzc1NLSws6JlnntHk5KQBp8vLy0qlUqaYdnd31dXVZUzbN998Uy+99JLGx8ftnr33ifUO98jw\nfzwdnRJxqZYFYY3j8bh6enqspqZYLBpjlJRpOARhL8ha4YHwHXi6XrF4uX4Q10PD4OTyxCip5naF\niVaeJSfJekHQvcljFbzG8zHCqVncf49Z4NGwwU1NTfqrv/orfeYzn7EqU5iUXV1dunTpklkVrCeC\nTkxNCAQngbJ2niEarfZboCcGljqfz1uHJujZ9N9sbm62Zr7cN+tF+hALH4lE1N3drUKhUEdSCoIq\njRm+BhkTeCR8VzabtQllOzs7+spXvmLeEF23isWiVaoGQbXfB9keMAeqbFl71tJ3eyqVSmpvbzfs\nxlts0ouRSEQ9PT2KRCJW2Nbc3Kw33nhDn/zkJw28vXz5sj796U8r+IBnw0Q1wrr3339fk5OTdV5q\nGJCUagoW8pz3OJDfIAhs5CMHnfdA5qP5D15ka2urpcPD9AD2FU8QQDhcN+NDPO9FhpME93s9FMrC\ng5sePebyLplHxCUZAOoFlkUPhyEconAK1cfFuIaeLuzTtoVCQT/96U/1jW98Q2NjYzZPA7LPI488\nopWVFUt/QpWGk8DvwS/W19e1t7en/v5+C2disZgGBwe1urqqyclJ40jgldDpmlQomQMOn/eGyASQ\n1sP6Q+ZCQfEZPjOB94MiWlpaMiJWJBKxoTpkgXK5nLUepBkxYwqkKoFud3fXvsd7EUy857voQ+mb\n6kq1wkLWlvCvXC6ro6NDa2trymazisViunTpkg4fPqxkMqlyuazR0VEdPXq0jua+tLRkdH28He/l\neqzCyxRAsc9YeBnyho0LEJw+rOwFnI97GUGMJeA3OBcAKz1QCF/4fx+OPChl8VCMAgiDR2wWigGy\nDovkF4bX0OzDzxYJa1U2417KyDd8lVQX9niuhiTNzs5qfX3dCDWkWU+fPm1ovCQrJEOBYRn8YY3H\n4zp06JDi8bhhGZcuXaobXuN7dQAu5vN5A+lgfsZiteI5SYZpMOioq6vLrKr33gBRUbbwBLa2tiws\nOnbsmGUrdnd3tbCwoEwmI0nKZDImyH4uCBRzQgF+j4cF/4Jn29jYUBAEOnjwoAYGBupcfMYSojzg\nXbS1tVkYQ31JKpUygtZrr71mVb+zs7Pa3NysCw/4XEBP78p7IyPVFAJYhmeU+rAWi4/hwcvkHpPJ\npOEOjY2N5lUga+yJfy8yz/d5QJgz4787zFB+EOHIQ6EspA9zKvzPPjPhU1b8n0fTpVptAFe4dsCz\nKMNZEQ6K/25PvcUTwcJxwEHqvcDhcZD94D5x1+PxuLq7u23DfZ6eLt5bW1vmQfhMARaFn1EWfpgO\nV6lUsoMm1dD6sBL02SKfSh4eHjZl0NLSokOHDimVSunw4cPWAo6Qh5kiCDvzUcK1D1IVaIR8tre3\np5aWFvX09FiNDACwD0m9hfcuviTz3Pg8irGYR0I4WKlU6npXsO/srzc2/iDyczhU5t742WNrXpZI\npyMzyJZXOmHszH9HGDT1NSb+/rw8eyX2ca+HRln4lGZYswM4SfWH2btZ9zpMYBC+GAlFE6aPc3lh\nQalItcKeeDxugr21tWXdknZ2dvT+++9rbm6uLl1aLFarOamnWFxctEY6ZDCg+ebzec3Pz5sgzMzM\naHp62pQNNSHQvvP5vA3kIWwCcwgXdklSOp1WJpMxj8R7WvxM9oG6hZ6eHkWjUc3Pz2t4eFgnTpww\n68gfqWalUUikOPGygiCwis9YLGZzUACGOzs71dvba14Ha+hp4VhMDhvfBXHLhzY+DNjY2LBxiZOT\nk0qn05bRaGxstK7hfIdU67HC5/iw1ZcaII/eeKHQPA8CIDuZTJrHwUjK9vZ2FYtFS697GUf5e4Xp\nwV88D7xLFCq4D697EKHIQ4NZeEDGu31YaM9s5NB79Dl8sLE+XrH41Kgnd/lNlWpUWQS7VKrN+QCg\nA8BCcUxNTWl6etosDJuL1UUYmpqa1NraagAgZCQYhigVDhmeCp6LVJ85Ymyh7/Dsswm8d3FxUel0\nWiMjI9rZ2bFmPv75CflKpZKOHDmiT33qU5qamtLU1JQ+8YlP6Nlnn9Vrr72mhYUF9fb22mfzTCg+\n0rGMHyA7gruNwvPDlCFx+QI7P7hYUl2mwHuX3AMDkFA2PgVPFol1pVMYfVTxgDxWwfthi4a93Xt5\nE8izxxxKpZJaW1uVTqdtPfB8GPDE5wBE41WhsLwB8xgb5wEljxIM4y4P4npoPAsOHnlon7oM57kB\nMEG2fQqUTfbKQ6pRaVl4SEtsCm4y78EyE8N70Gp8fNwEbW9vTwsLC7px44b1Z8jlctra2qpDxpm2\nNTBQLZVZX1/X7OysWRMqSDls/Glra7Op4liwsDJdWVmxRq+8B7COxjK5XE63b9+2YqqOjg4NDAxY\nizmEsFSqNtD58pe/bPf39NNP69lnn9X6+roGBga0sLBgc03ovO1dblib7CuxeVdXlwqFgs1VyWQy\ndWxN/o1l9FkdjImP873iTSQS6ujoMLAT0DsSiVilriTjZRAeeu/AH0CpVsAIcc1jGD6kYk8wbF6W\n8FAYho0MQ+Sj0peL7ydEW1lZ0fr6uvL5vLa2tiztj+eGAWMPfaEa3kU4ZLrf66HwLDwOINV3+ubi\n/zhUzO5EQxO/EXZI9aGNj289poEQYMGlGp3Wg6i8HlBudHRUw8PDam9v1+Liok3z4rCUy2Ub6RcE\ngc3W2NjYMKBreXnZ2JFBEFjpMwLFJG1PqPIeEQIAoQnLyXP4QqwgqKYwEbaFhYU6d5+D0tvbq29+\n85u6dOmSGhoa9OSTT+rYsWM23AhwbmNjQ3fu3DFrv7u7a65wuVyum3sSi1WnbC0vL2t+fl6pVMq6\njRFOeByJffWFflhYlDv06EqlNhkdTCCdTpuVZV8Jidra2nTjxg1Fo9WmM21tbWpra7PP97gWa+wN\nTzgMwDB5PMOHKRxkQFcwKMYhohRZC5+GBRT2uAyfTQjmFRuenA+zwcoexPVQKAsu/+D8jFfBYWFB\niatZHI8m+8X12QFfZ+G/E2VRKpX09NNPq1Qq6ebNm3XAKlYC4f75z3+uP/zDP7TRg8z6AF3HDd/e\n3jZaNEOJbt26ZfMwqC0BsGxtbVUqlbLDLNVy+Rw80qDexSQbxDOhrCinx/UfHR3VyZMnzR32VjuR\nSOgb3/iG7t69K0l6/vnnrcDNA58tLS02NYuRBi0tLUYa4z79wc9ms9rZ2VF3d7ftFYeTtgCe1k7W\nQ1LdQfZeEL/zoSVeBorQK0T2OJ/Pa2ZmxuZ9dHZ21smN9xrCoCzyQ/pUUp0XhQJDxthT0re8jxGR\nZLA8KH6vviaky7mfzc3NunDHE9XgrvB9D+p6KMKQcJzvXT6pBtDgfnkLe6/Lhx8+/Ra+/OaWy2Vl\nMhlrW+9BP4TYp/Gmp6dtM4h3PeYCFkEVKO4uHbspUcaykCXJ5XKWFsVTQVl4HIZ1kWpFQ1gt1pQJ\nZgMDA2bJ8Ty8xaxUqk12Hn/8cVUqVRbn8PCw5fERRP+dYCQUZGFdff0JBwH+Bd4gr+fzwIbIdrE3\nfv+I/T2XIZzJYl19GBsOR/kcwjHkxdethGWINQp7dF42w6GYT88yVpLv8ErMe0s8u1dU/IySAeT1\nipLQFZYvYRHP6sOwj3M9FJ4FMSouHoeVh/UL63nwPtYLp9U8OYnv4PLosrdeXV1dunDhgv2MawdG\nUiqVjC05NzenV199VV/84hc1ODhoDWs4MD6ezuVypiTo88jIwJGRES0vL1vhVqlUMnYj4Rbva2ho\nsOHLUv0UtnAamPWEpcm0r1wup0wmo76+Pk1NTVnM+/TTT+vEiRO6fv26+vv79fjjj2t1ddXiauJs\nYuxisToqoaOjQ4lEQtFo1OJowgRSlqR0fbqQ7yVUoNgtEqkWseElhEHHsIEAtwJ/8EV6/PHNdDY3\nN5VMJrW0tGT7BRuXNG7YwKCcsP4eOGXdw/LFFY/HdeDAAfO82DNo5l72w6lW7xUTauNREeL5PS8U\nCqYU4PWE0+gf53oolEUYvfUH3NcA4J76Ib0+JvOby+9wLcN1EVyEFQCF3hqFc+B4AbjFP/rRj/T5\nz39eBw8eVHd3t00nY+p3NBqta+GP1c5ms/ac09PTFn+TUuQZECzCrEqlYiBqGHHH3Q2CwISmv7/f\ngFJJRqVGKXMgfud3fkeJREKjo6NKp9M6dOiQ1tbWzHVPpVLm2tJhHMYlVOWVlRVLyQJ68h3+8GL5\nvaL3BXSVSsW8IJSI9/TCWJZUKwVgAnxHR4eFfUEQGNjMvqL45ufndezYsbqp8X6/fejjsQnkwNeQ\n4J3gVSCX7e3t6u3trVMGFMLxHB6z4DuLxaI1TEIx3KuAjL3g2TCUntH7oK6HIgxB8/m0lA9DvDvl\nSTFsDoKJq44Gxq1FADyVG0vjyS2UKHtgU5JZ9EgkYuSmeDyujY0N/c3f/I3y+by5wNvb29buH6sB\nmalcrjIk4UfMzMxYAdnQ0JCRiVB01LswYR2virQrSstjPb74a2Njw0BN+j8UCgWdP39eIyMj2tra\n0le+8hXt7+/r9u3bSiQSOnz4sLa2tixkgmQlySxxoVDQ/Py8YrGY+vr6tLCwoLm5Oa2trWl9fb3O\nwyDbAtZC2Meh595RZOwHr6Poi33lfX6//f3h8uPJ4OKHPZT+/n5NTEwYtsMB94qI7/Ny5Elf3tu5\nlwzT5NfLL2vK80kyefTgNooWT6mlpcX4OR6P4fXwbMiu+Xt5UKSsh8KzkOqbsLKxngcg1eJDj+Bj\nfcEyOOC+4g7Lg9Lw/Hu/MQB5vpWbtxoAcViA9vZ2vf766xofHzdqc2NjoxGf6KdAZeHOzo7m5+e1\nsrJinItotFpQxkQvnwqTpOnpaXV3dxslubu724rXWDesnVcgu7u72tzcVDwet9mrPMfKyoqy2az+\n/t//+8pkMrp+/bqi0ajOnj1rDYb39vYsc+P7YfT09Fg5dywWs9QeBDQsm5+shQfCPXoOCPcPPgK3\nAsvIvnvQGksKUc17KclkUj09PUomk6bQGE2A204YBxWf1gKAhlhon0rFQIGVeRA37NEiI83Nzert\n7bVQKxqNWjjqgVDvYXhMhsuHPB4Xw1PzCs6HpdK9J/Dd7/VQKIswaMSChEFOvAJeEwb6vIvtFxut\n7dNwaGKphnjDd6B5C+SrME+/UqloZGREyWRSr7zyit5++20dOnRI+Xxehw4dsgxHLpdToVDQ5uam\nGhsbrUtWLpezcmRcZbqG465zOPb3qwOGKWvGqpFaBCtobW1VqVSytnGNjY12QFByXiGvrq6qu7tb\nU1NTOnnypA4fPmwWiddxaFHIENGGhobsEFBTIcl4ErjgKGdf1+B5HX4fAe983Q+eZJiAhUeJN8KB\nlmqpRdikXiH5Q1UqVYdTF4tFtbe3W5jHvXlCHwoJpeHXMSyzvKelpcU6jnHfvnDOK4aw4kcefVkB\nXjH/5h488OzT5D6kvxe4fz/XQ6Es8BgIHfxieLq2R4+954BFZaERMI9Ie1eUy8eI4XtB4NkgH9og\nvDdu3DB2HlWXtMxbX183QpcXHkC4RCJhFZ+Alz7Dw2ECHEwmk5bx4Pm8e8nh8taPcIAULWsWi8V0\n6tQpbW1tqVAoaHBwUK2trdrY2PgQ54GD65Uw4RjfDa8Ewf1V++dTn7jOYSYtykBSnTIPx99+DfBG\nsOixWKyOa3OvA06mBu8Ej85nttg79hxZ4PJesDdeeDMoRh8+8+weJA2fBX+FDamXUe9tBUFgHjZr\nzXN7z+vjXA+FsmAx/AZ7cgppIy88LASbjHUCZYaUw2LRjUiq5/d7ocaF915IPB638ILf0/Tm4sWL\nOnz4sOLxuD7xiU/o8uXLGhsbs1QWjXrBLdbX17WysqKWlhYbuMz3Q32GpIVwdnR0GGaxvLxcd3Cw\nPD6LRLZBkhGgUBRS1YV/7rnnlEqldOXKFX31q19VOp1WLpezsQVMQAuCwAhP+/v7am1ttecKgkBz\nc3O6evWqNeCh1JrXhGNrn85EkXvyFAAvPBKf+SKcqVQqdih4dpRVqVSykn8OLy3r2FtvQMrlaqUr\nNHE8ErAlZAElSYjhD3pYTvEUmGjm5RncxocV3lv1IQag9L1oANwTngzPI9XCb8IePMMHcT0UyoLF\nu1e8xubgGvI7ryzwBNC2aF4YcB5txo3n31ghT/LxFwoCof/Upz6ljY0NTU9P2wT1hoYGXb58WalU\nSuVy2dKTUHSTyaRWV1e1tLRkrd58D0hARLIYeEnUUWxsbNRld1gnhM0/F/EwVhbaN4Vng4ODOnHi\nhC5duqTTp09rZGTEpow1NFQ7la+trVlZPYcMTyIajWpubk5jY2O6fPmyisWiNdMBx8CTIhNAZijc\nswEFQUctcCGeAeDPN3fx+48BoNnw6uqqpqenNT4+rtu3b2t5edmwlDBA3traaoAgDXypv+G5kRtv\nnJA5/u0VBAamqanJBmATvoFXeOXJs/i99FRx5E+6d6W0B0TxQFBK3gg9qOuj9OAcUnUaWY+qPTf/\nolKp/EkQBF2S/h9JB1Xtw/nNSnV2iIIg+MeS/oGkkqT/pVKp/OQjfI9pbq+twzEdMbFve+4Xlvwy\nlojPAwfwisMrJawe3yPVqOWxWExbW1vWkPZf/+t/rcXFRU1NTRmesbu7qy984Qv67d/+bXV0dOg/\n/af/pLW1NUWjUS0tLWlsbMzi+FgsZlmKWCymVCplE7J8GOatiwd2pdqsiCAILFXI4UE4Sd3CFv3E\nJz6hs2fP6t1331UikdDjjz+utbU1y+7gwTCqkC5VHnG/cuWKbt26pUqloqefftqwHsYb0BNUqhZr\ntbe3K5PJWGl7Z2enjYGEsgxgi0LBOLBnKGtIZ3g7pESz2axNjF9cXNTGxoZNPSM88UB5LBYzLsvM\nzIwOHDigrq4u81AhkHk+DpfHrpAhD4YCjEMh98Orffjswzv/HT7j4y/22ofTKAYfguFV3EvGP+71\nUTyLoqpDhN4NgiAh6Z0gCF6U9B1JL1UqlX8eBME/kvSPJP1RcB8jDD02gOsaXlDAoVKpZHUIWChP\njGGDiGNZWDQ8QJan6PraD+7H5/XhMJRKJY2OjqqlpUXZbNbi3Wi02vMhnU7r7t275iEsLi6aQuDZ\ncA3X19fNYvtqUs9SJO1HZ+3m5mZL03o3eW1tTa2trerq6tLW1pbNWmUtSqWS+vv79fzzzyubzSoa\njeprX/ua1tbWrENUW1ubksmkRkdHtbu7q0QiYThJZ2enVldXbczBgQMHrG4ln89raGhI5XJ1jGGh\nUFA2m7Vis8XFRY2PjysWq3auOnXqlI4eParOzk6z9FINoAuCQMlk0vAeqVZVyqHY29vT6uqqstms\nxsfHrW/m1taWtra21NXVZe0GOfyzs7NWO+ONEYepXK6OUaB2xoee4A5eVsO4jlRrmATGhMwBYPuS\nBJ/R8J4EnxX2IMKsZkISzgphqQ9PvVJ5ENdHadiblZT94N+bQRDcUHXK2P+katdvSfq+pPOS/kj3\nMcKQh2JxcD09mosW5Y9Pq3ngTKodOk/Y4lAjkGFPwrt03qLE43H19vZqa2vLelb09PSoo6PDpqM3\nNDRYL4q1tTXdvHlTbW1tBmDiotIRnNZ0DQ0NSqfTWlpa0sbGhpGbCKl8RgMBpZ8GQorXwYyPU6dO\n6e2339ba2po6Ozu1sLCg3d1dffrTn9bi4qLW1tb0pS99ySxQMpm03P/m5qZ1yE6lUuaxzM3N6Wc/\n+5lKpWpPTDweCFp3797VuXPnlMlkDFeJx+Nm3akX2dra0nvvvaednR09+uijFpZQYEXHbk/48l7j\n2tqa4RDvv/++7ty5o1wuZyxSUq98zuzsrOFdeCxeZmKxastDsC24NBxOHxr4dD3v5QCTkcJrZHAR\nOBtpY+QvrGyQWWTRszQ9f4Pfgcn5sAWj50MSz/B9ENevlVMJqjNPn5D0S0k9HygSSZpXNUyRqopk\n2r3tniMMgyD4gyAI3g6C4G1owV7LewSbAxFGj1nIMJHGp/58FoUNwjr59Cmvx6IRQzNNmzgWQVpd\nXTWhxNupVCrWDEaSVRVyuJgtghASw2IVu7q6FI1GbVIV9+Td587Ozg+l0hDizc1NLS4uWjdwKOSU\ngk9PT6uxsdEATVxjKNx4MJDTGFj03nvvmSfE2lGYVigUNDU1ZfT1zc1NA3ibm5uVTCatfBxru7Oz\nY13AaPBLb06pFhKGuQbs79ramjY2NgxjoVBvb2/P2houLy9rdXXVvB32Ho+RQwp+5bkrrCf3gSFh\nLzww7sOIYrFoxCney+sJq3y4jWx76+95F3xuWFEht16RhP/mPd4D+bjXRwY4gyBok/T/SvrfKpVK\nLpRCqgRB8GuVt1Xc+MIDBw5UvDLA/fYuOe6kVOta5fnxPu0oqe4Q+4UKp5H8YeOiEzeZCPgCtGj7\n5Cc/qa6uLi0tLamjo0MTExNGympubtbIyIjef/99i1djsZjFxLiklUrFekPs7OxofHxcx44dUyqV\nsqnk4X6ZUK9pAOwzOazH3bt31dnZqXQ6rcXFRW1vb+vb3/62xsbGNDQ0pLNnz2pjY0N7e3v2fMxN\nLRQKNvu0r69Ply5d0nvvvae7d++aZaR5sBfwyclJXbhwQUEQaG1tTVLVkzt16pT29/fV29urpqam\nukMLrhHOfGENvafnwUTYr5KsoG9ubs6UDXiDVIvZYZNCfEPhExJCQUdpQgjDe+CzPMiJxxA++PF4\nXMlk0t5XLpcN6PSEQUIqL+e+QAwl4+U0nBkJZ0N8ytk/Xxi0v9/rIymLIAgaVFUUf1mpVP6/D369\nEARBX6VSyQbVCWWLH/z+vkYYslgcWhYzXHHpvY17aWAWe3d3t67Mmd/7dJz/XshYAKhMNqeF3Qfr\noHg8rrGxMe3s7Kivr88axk5MTGhxcVFXrlyRVOvp2NzcrObmZg0NDenu3bva3d217telUsmGAEci\nEc3NzdVZM5QYG08/hsHBQd2+fdueC3cUbwMvYH9/Xy+88IIBp88884xWV1cVjUaVSCQMsafbOLjI\n0NCQXnzxRb344ouSZKlKWvz5aWfc761bt+wwQXpjHODp06dt7QgLIpGIZTF8bwb2EowKC7+ysqKJ\niQnNzc3p2rVrWl1dNc6JP5h4CT6c9H0kvAIga0S6FqIbYCqHmHvlXjh8niyGQoeIxb7FYjFLIyPX\nrJtPISNf3mPg83147JVIGNPwBDTPkn1Q10fJhgSqDhW6UalU/qX7r/8m6duS/vkHf//Q/f6vgiD4\nl6oCnB9phKFfILS3xxZYeF8Q5t8jVYWFoqRwSzapngJLnArxZn9/X4ODgzp16pT6+vr00ksv2fdy\neKVqv8dKpaLJyUnNzc2ps7NTkUhE8/PzddyA/v5+UzKpVMo+hzi8VCpZyMJBZ1gywCRDlP1M1Gw2\nqyeeeEJPP/20bt68qfX19TqF6MG51tZWnT17Vu+8846+8Y1vWM0H34k35qstU6mULly4oJ/+9KeW\nRszlcsrlcqaEffUkCp4QiVoOeCWU2/f29qq3t/eelg76NpgBe42yLxaLun79us6fP2/0cm+NBwcH\nVS6Xtbi4aIqRvUCe+D2YFd8LBgRJzk/xwrvhcOOF3iucAVwnTQzW5HvDehn0mJtnFPs9/FWpfN7n\ngfhw5gaPmjV4ENdH8Syek/T7kq4GQXD5g9/9H6oqiR8EQfAPJE1K+uYHD3NfIww9oMPiYoWk+v4H\neBAQesJxmc9ueCCIywsBOfjvfOc7ikQiOnfunMbGxrS5ual0Om0bAeNvZWVFq6urWl1d1dTUlBYW\nFoxOjQt8/Phx7ezsWMZke3tb169f19DQkLa3t7Wzs6P29nYb1cd9xGIx+969vT21t7dbVaoHsa5d\nu6aRkRENDAyou7tbW1tbVvXJGhQKBX3rW9/SnTt3dOTIEesT6lsSkloFdOvs7NRrr72/qsM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7b7hem4tbWlP/3TP7XULRgAs0SwfN4d5/t8izfic9aksbE2gg9hJe3pB/4SGuApoNgJLaUardlb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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f01d589400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# step1.高斯滤波（Gaussian filtering）\n",
    "# 说明：需要注意边缘处理\n",
    "W, H = gray.shape\n",
    "new_gray = np.zeros([W, H])\n",
    "for i in range (W-3):\n",
    "    for j in range (H-3):\n",
    "        new_gray[i,j] = np.sum(gray[i:i+3,j:j+3]*gaussian)   # 与高斯矩阵卷积实现滤波 \n",
    "\n",
    "for i in range(W-3,W):\n",
    "    for j in range(H):\n",
    "        new_gray[i,j] = new_gray[W-4,j]\n",
    "\n",
    "for i in range(W):\n",
    "    for j in range(H-3,W):\n",
    "        new_gray[i,j] = new_gray[i,H-4]\n",
    "print(\"After Gussian filter, image size is\" )\n",
    "print(new_gray.shape)\n",
    "plt.imshow(new_gray, cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "id": "iywdmmDYNu2N",
    "outputId": "08524dd1-aa35-4160-e676-319cf4c6f6a9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "400 400\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f01c77eef0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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r5ylgGrnQu5F0BUbw2ul0olarwe/3W2A6ITY3KInFYkIwAqOmJXq4SqUiCpXJ\nZLCxsYHx8XGEw2FBHwcOHMBjjz2GiYkJpNNpfPCDH8SlS5fknjQM5jV03QXXjOtKAxwOhy3FaLqN\nGoBlTumx+VnOOxEaER4VmuGj5ib43fr7Ge5o9EFZ43PZHZB+j85m7dmzB6lUCs8995xllyd76vNW\naUeNsrSscGzVKPy4dQomgG8ahtEH8Femaf41gIxpmqs3/74GILOVL9KToydOb3KqNwelctN7aoUn\nK6z3D6xWqxaCCrAWvehUJ4dGA/xesvJMrWnCjMrucDgwNjaG733ve5idnRXhopLy+3w+HyqVimRV\nNAfCno9SqQSfz2dJmVEAmLbUW3tFIhHLBq6KeYZhDMtmc7kc2u02EomEeGVmCIh6+v0+/H6/bKuv\nq+eIXiqVCgzDQDKZRKFQQDgcxtjYGKLRKNbW1rC6uiocUbFYxBe/ODz64/7778enPvUpvOc970G5\nXH4RB2QnJikLDBk1WUleQRsKPq/O4vB3kpOUA2ZY/H6/5dwGKqkutNIIgffA9/J9NAKUF81paZnT\nskB+aGZmBtFoFOfOnbP0onBOKOO3cuQ0HDTovB8ip1cyflyi8SHTNO8G8P8B+IBhGA/rP5rDu78l\nFDEM432GYRw3DOM4J1GTepwIKhktsc4M0BIDEGjIeA8YLnq1WrXsyaDz7ro4iptq8Pu099ebc7An\ngBCWsaPD4RDF8Xg8iEQiuPvuu3H58mVRMk2O0lDp8MYwRoeyRCIRQQ+maQpaYHpRE0vchxIYHWpD\nKE2PEY1G5fPM5BSLRTmPgM9pD6s00uL9EL14vV5MTk5ibm4O999/PwDgwoULWF5eRqlUEq7H5Ro2\nc8XjcZimiRMnTuBb3/oWfvM3f1NCJdZ0sBdFe0L+0xkd1rNoVKdjbQ47CUzD7fF4pLxYt9hzbjWf\nwvvQCk4ehd+pORV+B+eSBkGjDl7LMIaNXXv37kU4HEahUBDkx+d+Kc+v9EyeVd8HMEScr3T8WEbB\nNM3lm//nADyJ4WnT6zfDBtz8P/cSn7UcG0ehsLO4Ou2iIZQuT9UNORRsTqBOPwEjr88mI6302hAA\no6o3vW8fySMuLL0soWUkEoHH48H169exsrIiOxzzfdx5l4vHjIrb7UYikRAyjOEC424qOI2R0+kU\nYjEcDkuFIjAkJsPhMNrtthQS1et1pFIpgfTdbhdjY2OyyYppDtt1Gacnk0nEYjEAQDweF+GOx+NS\nFMXdibuL7r8CAAAgAElEQVTdLq5fvy68BmE9uY5EIgEAUjtimiaefPJJHDlyBJlMRgwxh07V6fSl\nNsI3ZUiUGhjF0ZQffW6CRoB0HO12Gz6fTxSHSs75BGDZyZuIkkaM6FZ7b8qSPc2q0oIWZ8NnJKm9\nsrJiyXDx7zqE1al0/RrlSZOb1WpVDONWx49sFAzDCBqGEebPAN4M4AyGx8O99+bb3gvgC1v5Pl3Y\noo8Ao7LZGWtaQ3u9AJUWGJGCJJ663a54PQ3zGAbQIjOdpUkc/o3xK4WBRkifglSpVOD3+1EsFqUl\n1uEYlveWy2WJ77n45XLZ4jV0JyjDFRoe7i3Z6/VESSgIFJxKpSJtwRotdLtdLC8Pj/TkqcgMEfhe\nxuSsnOTa0GBVq1Xcdddd2LNnD9bX17G4uIjTp0/LMxDN1et12fik2WwimUxK0RZTb3/5l3+JP/uz\nP5MQjwhA8yO8PkMFsvTaGdBIauRHKK1JWc3gs1AJgDwnDXGv15M0J+dW/69TjMCIo9HoTXt5bZA0\nym00GvB4PNi5cyfa7TYuX74sa69DV34n11EbHM0daTTFsIrzZ6/V+GHjx0EKGQDfMwzjJIBjAL5i\nmubXAPxPAI8bhjEP4LGbv//QoSdQhw8ARCk4GZok0zEdjYROVdGy65SNvh5/1pWUjMXJWOsmKY0k\n6B3YG0AP0el0kM1mLUVQGvmQA+FCMzVZrVaxsbGBUqkkh4HS63U6HZRKJYkrecwY91OgovT7fdli\njqipVqtJlyTDBs7J2NgY0um0QOpoNIpqtSpIJZ1OI5vN4tq1a5idncVdd92FXbt24atf/SquXLki\nXA5btzkX5Ako9NzrkTs7JRIJBINBHD9+HBcvXsTHP/5xCXu0wfb5fDLngPXwVwq8Tvtp1Meh43pN\nAvZ6PUtHLHfHtod6Tufo8F6dLtexOtdWo1KdMeHg9UmgAsDExATi8ThOnjyJzc1Ny3doXoSKz+fU\nRsmevaIsaLl7JQmF26aikRNPhWPMxriM3jKXy1lSOmy7pcJrKKV7629eRyZLkzL8OyfdPol2i69J\nHd4LYTcXDxidtzgYDEQZQ6EQKpWKBZ2QIWdKigvOuL1UKlk8QzQaFSWkl202m1LFyDi+0+kgFosh\nl8shFAqhWCxKSOD1erG6uop0Oo3NzU243W7ZbyGZTCISiWBhYQFveMMbUKvVcPz4cQl/Njc3kU6n\nsb6+jmg0isFggHw+b4m3NTdDRAKMzmaIx+PY3NxEr9fDRz7yEeTzeXzlK1/B2toaDMOQFCznnUa5\n1+tJ2hMYbXGnlYHzqo0A11SfMcqS6cFggGq1KiEVuRTd8kxDruWLzkKjXI0k7AiC8sfMyvj4OA4d\nOoQLFy5gaWlJjJV+Xsoev1//TsRBZ8af7e9TxuO1U9GoH4gdeXwQcgWs3tOxMydfx6D0IISEeoFI\nZpIfYO8AlY3NNXbIyfif98X7pUGhZ0+lUiJ8msHm/TEWj0aj4nnYEEVDxTQhDQQbnsLhsFQo0jvy\nUBF+D1N2JDE5D3qT03a7jXa7jWQyiXQ6LYgqmUzC6/Uik8lgbW0N4XAY9913H06dOoUf/OAHSCQS\niEajkrngfHNjFnIXVMhQKCQEcSAQQCgUsqRWNzc34XK5MDk5iT/90z/FW97yFnzsYx+z7Ceh5UMr\nJENAYGR0GG5wrrmuutCMKKLZbMrP7BylYrMqU/dI2IvptKPhdcmJEalq9KbrXPx+v/BBe/bswfz8\nPNbX1+W7eR+aG9HcBJ+F79Gchb6O5uRI4G5ZH28XpEDYRkEnaeX3+9FqtRCJRAQRNBoNgcCAdTsu\negwSYFRSewx487rydzbCMCSgt9OLao8XuSixWAwejweVSkXSj2w06vV6km9mVqJcLgu8ZyMODRY9\nf7FYFAHXe0xqz8n71wfOFotFOBwOZDIZrK+vy/zQMEQiEYHK/X5f0oicz+npacRiMZw8eRI3btyA\nz+eTZivDGFZ5Mmxg2TOhdCQSEcVgtob7PXA/AK4xvWg4HEY+n0cwGMTv/u7v4ty5c/jHf/xH8c5U\nMKYPuTYkGDl3RBYkJO2Ky9CAYR1DE64zy7iZxqZMOBwO2VSVRo0OSisn5UijWy2XNBZESTze7eTJ\nk7JFm84yANZWZx0W08HZS/Np3OxIhaPT6bx2kAIwmth2uy3nMerNNTXxoicOePH+iDoc0JOjeQW9\nkIAV+tF48Fr0DiRsaBToIeiVuUkKvRiNmIaO9o5F8hHsJ+D3MXzo9Xpy1iBhKw0fi7pYQsx7DoVC\nFoEl3CZCAYBIJIJUKoVgMCjeeWpqCm63GxcuXMDKyoqQm4VCQTxNMBhELBZDuVwWnoKbrPAgVWDo\nEcPhMMrlMoLBIDKZDEKhELxeL2q1mhCRlUpF7u9LX/oSHn/8cczOziIUCgnq0dyK0+mU1zknXDsq\nuE7JEeVRWQj7qby67JtrxGcgb6RDTRpgXV2ps12UR35Wc1Z8XzKZRCKRkI1X7WlT/qy/U8st5U63\nR+ushMtl3anrlWYfbotNVrTno/djIREtM62ghvtUDh3HAyNBoDfhJPK7uUC0+GSjdVkz36stLSeZ\ngqKLaAqFgqAThiUApIVZl1c3m02BkSTjqMylUkl22DFNU4g/kojcrZloiZDTMIYH2jBOZtqVJeDk\nWHq9npxqnM1mUa/XcfnyZbzzne/EyZMnsbS0JPE26x1isZhwGSQ9p6amsLi4KMij1WphfHwcm5ub\nknZljwS9MJ+TnphcBL1dPp9Ht9vFRz/6UUQiEXzgAx9ApVJBqVQSmQBGp1cDo45Koku9ToB1z0Jy\nFTr80wVCzFTpRjhNfGsZ0zE7FZaIhXJld0AaJTSbTVy8eNHCU91KH3T2gX+j4SKxyDCHcqm5CXtK\nfkv6eLuEDxqSk5Wn4JCk4sSxCAew7thDqM/0HpUPGG3QSlShvQZf00VTRBjAqJlGCxgA2ZlICxAN\nAI2N5h50IZZGEE6nUyoHWSDFOJDGTefN/X6/7MNIQWdTE40T5yMUCgmSCYfD0mqczWbRarWwd+9e\nOJ1OPPPMM9JIRejcbreFhIxGoyiXyxIOAENPms1mZS18Ph8KhYI0YjWbTTHoRA1Mqer8vobeJEkf\neOAB/OEf/iE+8YlP4OLFi1hdXZXnZF1Bs9mU0IZeVcfOdpKSr9HgRaNRmXudceK9hEIhuRaNMACZ\nW84B51ujFCIXnTXodru4++67MRgMsLm5icXFRUsYqOVfGwnet67apazQEPA5dbm+RkE37/W1tZ8C\nIazebp1KG4vFREE4+VQiXW7MQW+vYaSGhICVINKwU5Oe9K58P8dgMEA2mxUIrZl3fQ2NTHRai4Qj\neRQ+Z7vdRjqdRj6fF66A5Gc+nxeYTZ5B1wQQyvIgHKIWzqnX60UymRRCcHx8HOl0GqdPn5YKOmBo\ndGq1GtLpNBYXF8U4M7RxOofnR8TjcdkanrE6BZVowuPxoFqtSsqSVYgOh0NQD+eDKVcSpxMTE9i+\nfTve97734Qc/+AH+/M//XDy51+tFIBBAoVAQBTcMQ7Z+t7P1OvyjrPBeuBaDwUCQhiYvI5EIgGG2\nRh+oQ0RgV07TNGXLQO3UWq0WZmZmkM1mcfr0adRqNXE+wIh3IH+iiUIaTYYEGoVw6GyLJlUZdt0c\nr63DYPTCud1u6ZwjO0xGmjEYvbg+sYmKTuXUjSq6uOVWnAHvQb+XXk3DSy4SvRTRCa/r9XqFE9C5\ncSIhXZDEfgcuttfrRT6fl2di+zPTjfSEOhZmvp3lyFrYdEwcj8flu44ePYozZ87gO9/5jqAdIqxU\nKiVNTpFIBGtra2KYaCyr1SoKhQImJiZQqVQQjUYRi8Xkum63G+vr68IHUfEZvvBaXFOGGNwSzjRN\nrK+vS3ry93//93H58mV8+ctfFtJUZ1W0Zyb053rqfhbOG8MtKh8VUhsQKmW9XpceEcoi10wXfdGQ\nUCm5PkSIqVQK09PTuHHjBiqVikUm+D5dd6MRAH8n4tD8AV8jb2EPcXu9Hnbt2gVgeI7lVsZtQTRq\n5hV48Xl4OuXEghMugE49slOOf6NycXIAWOJS+0LaK+Z0DMrFDwQCOHr0KKLRKLrdLur1unAdzJnr\nkIYEp66YpDdwuVxiWOgxvF6vvMbwQF+feXrCXW3Q+J2E7EwVktTavXs35ubm8B//8R9wOp2YmpoS\nVEYjXCqVLEw9Tyfy+XyIRqMwTROxWAymaWJxcVGeLZfLSb6/XC4jGo1aCDCd2tOxdq83PDcxmUzK\nfOuOzHPnzuFd73oX3vve98p8aBiva/05t4zBtbHmHPKzWpm14WdMrmtZWF1K2M73RqNRhMNheS7y\nRP1+XypGea0dO3ZgfX0dS0tLIns6dCAy1fyEln/KB/9napqORodgrMUwTRP79++3GJ8t6eOW3/kq\nDj44y5k5aZpp1/E+Fw+ApB81G8y/actKkksjCV1LQCW2F7rwc4A1lozH4xZE4nA4JCblM/F6zBIQ\n8VBZmMa0zwXjeEJyLj43UgWGQkOo3W63ZX8BelJmBpg6PHjwIPx+P+bn5yXVSnIuFoshmUzK/JIT\nYamzyzU8iJawm1yFfi6PZ3jqU7vdRiqVEgWh0NKgMZzRG+HQiLEz0OVyCadBw+bz+XDo0CHx1gCk\nXJxzQi9PBdPe/1bGQSu+zihp5p/3T8ekt85nLQUNDZvS+Jw0SpFIRHggXouyS0VmPQHlzG4ENLmt\nnab+pxESU+I8QpD3tpVxW4QPtJSaR9BdaMAIJhOOASN4qNNRHBQQTSRSUHRKi7E3EQTjdb29GwXA\nMAwcPnwYa2trGB8fl1icAkTWGRhlQPR9EEoThmskQCUmGcrW5E6nI2dAut1uS1pPw0xgWEjEAic2\nWG3btg3bt2/HN7/5TTkl+tChQ1hdXYXL5UI6nUahUJByXn3cHO9pc3MTqVRK6j4qlYrUL9CAbWxs\nYGpqClNTUxbl4rZvDDHIfzDUAoDNzU3pWGQKc319HalUSs6w/KM/+iN84hOfwO/8zu8gl8vJkXca\nKtM40xnQEOgmOS1TXCOeEA5A0rOajCZnwKpTGqojR45genpasjTRaBTf+MY34PF4MD4+ju9973sI\nh8OYmppCtVpFLpezOAtNrgOj+hkdzgCjJj7WlTA81WlGnZLnHNx7771YWlqSbeG3Om4bolETZ5ws\nfZhJu92WbkK2QwNWMkkXieh0EuM/Kq1mewnlaQhIHHGBWO7qdA43EHn/+98v+wKcOHHilsSoJnp0\nyigcDktREo0IF5bXJVHocAz3WmR1HSF1PB6XtKauvQ8EAlJUlEqlUCqV8PDDD2NlZQXz8/OIxWIo\nFotIp9Pw+XxYWFiwQOVOp4NkMikwn3OxvLxsaRePRqNytBl3muZgJoBCrlNr0WgUGxsbYnzJCxBF\nVKtV2WGK8xiNRqXPw+12495778Wv/dqv4YMf/KCkNp1Op6W4iPPI+dfpSS0PXFs6GvItRA96Qxoa\nk2QyCY/Hg0cffRQPPfQQ/uZv/gYnTpzAoUOH0Gq1UCgUMD09LUr71re+FfPz81hcXMT58+ctZ4Fy\n0EDqmgTeszYaXBcSwZqApMGgsXE6nThw4AB8Ph/OnDkjBCpeaxu38iHtJIveEIVKRnhkL07Sk6Qh\nFYVfp6t4PcJXwFpSTRjLxWIJ8He+8x2Mj49jbW3NEs+zTl5fl+EC01adTkdiTXov+0YotVoNqVTK\nEk/qrcF4dgINwezsrHivfr+PaDSKqakpvP71r8e5c+dw6dIlRCIR6QpstVool8tCHtIb7tq1S3r5\nPR4PisUiSqWSNDFxk1M2TqXTaUFo7KAkROXzjY2NifEul8tIp9OSreBpySQLubErM0KszmRdBgCc\nOnUK27dvl3ZrGi4qFeVCh5p0GJos1uSuDiP4u95YhQ7D6/Xi9a9/PT73uc9hx44d+NCHPgS3243d\nu3fj3LlzKJVK8Pv9WFxcRLvdxtraGr797W/j7W9/O9bX12W7QB3C0CDoHabshkwXXwGw7FatM178\nfDQaxczMDHw+Hy5duiSOQmfPXlYXt/zOV3FwYjRk4gKSpOLPfJ/O9+vF1nX+mqElVNUEju6Z0BWD\nJC117YPL5cIv/MIv4MSJEzLRmnOgkOmyWdMclcpqeAeMFlS3CzscDvG+3BSFRo/wmh6bBGK1WrXk\n1A8fPoxcLodjx47JvLFdOxgMYmVlBcvLy4hEInA4HEgkEhgbG5PQIxKJSHrQXq/BnH69XsfS0pJk\nQtjPwdQruzOJApjjb7fbQloyA8Hq1Xq9Lmy+7jngztN87V/+5V/wrne9S4hJriGzVlxbDiJIKoad\nnefQUFx/D8vOP/nJT+IP/uAP8JnPfAZf+MIX8Na3vhVnz54FAOzfvx8AsLGxgaWlJdy4cUNQ6ec/\n/3n86q/+qmWzGq3MuihJGwSNBKgPXAO9iQsdFx3jzMwMxsfHsby8jEqlIgblNWkUgBd3fekYmzDO\n4/HIpFAYNALgyUeM7ek9KKBa0Jmt0OGD3asAEFhrGAYefvhhFAoFOUNBM9pc1Hg8Dr/fL4Sbzh0D\nVpRimqYoGhXF4Rg2NEUiEYyNjVmyJ8Bo23tC616vh0OHDuHxxx/H008/LXC6Xq9jYmIC27ZtQ7lc\nRj6fh8/nw/T0NLrdrnQqdrtdbGxsoNFoSGl1JpORsyGYouRGr36/H9FoVIyh7gNgwZjP55MY2u12\nWxqPGAqyGYzrojeh0S3eRDStVgtPPPEEfvqnfxof/vCHBX1pZp3rzaEVXHMNmrfSToKhA1GQy+XC\n888/j0KhgN/6rd+C3++XVDEP9zlx4gQ2NzcRCARkY5d6vY6LFy/i3//93/H2t79dEIvmDzRpTseh\nsxB0bHQoDKO1IdHEYyqVQjQaRa1WQy6Xs2RWXkll421hFPjAVHLAuj+iJhSp9PTmVF56dU4mFYx/\n1+9lLK/JGhoeIgCSgryfAwcO4Pnnn5edbIBR3ptohtxFpVJBvz88XpyEIAuuiHIo8BQGvkYS0ekc\ndktyu28aOpJ1FOzNzU3s27cP3W4X58+fl/toNBpyVLveyZkHmdZqNVy9ehXpdBorKyvweDyIRqOS\nXdDQnCiIW88T+rJBidvrRyIRjI+Po1QqiTFhWbVpDku2uckr0586x95sNi0/E92xXoQFS2fPnsXc\n3Jysn67iI1dD4683pNVZJlaesulKk8F8byAQwF/8xV/g+vXr+NSnPoVHH30UbrcbS0tL8Hq9KBQK\n0rtBOeU62UNZZqt0mKN/Z8aBssXvIbrQ4YQ9tOB6jI2NoVQqoVQqWdDdazYlqSvAdDxNBdYxFxWL\nk6qLYLSV5f4FLKu18wTAKGeuTwSi4aGSdrtdvPGNb8S//du/4cyZM3KmJC04r00FooWm16P35/WD\nwaCULVP4iQiKxSJ2796NarUqsSEFhwaDylKr1XD33XcDGObzr1+/jn6/j0qlgunpaeRyOVy+fBmr\nq6sSxwcCASwvL2Pnzp0YGxtDuVxGPB4XJNBoNBCPx6VBi0ZkYmICyWQSPp9PTpbiWRE0oMViEYuL\ni1I9yTQzuyQNY1h6XigU0OkMz7e0e3V6NKIAIkRuJxeNRvGxj30Mx44dwwc/+EHxpOSCyA/pUFQT\ndprf4RpS8VhzQL7k+9//Pubn5/GRj3wEv/RLv4S///u/x8bGBmZnZ/HFL35RWp4pM7lcDrFYDNls\n1tJjcvLkSezdu1ccjK5LsIcKfF2HmTQgTNHSMGiEMT09jUQigcXFRemO7Xa7KJVKkjre6rgtjAIw\nQgQaZtELa1ZfTyy9Cn+nkrpcLvE6GhoSFgIjqK9TmjoToPd9fPTRR7Fv3z6Jv+mhmesnMiFUY/FR\nIBAQQSe/0Gg0EA6HhZjkHgzMcMTjcbhcLuzatQuXL18WBEFl6Xa7Eq8/8sgjKJVKOHPmDExzWNOf\nSqVQr9dx7eZhtZlMBolEAp1OB6FQCPV6HfF4HLlcDvV6XXa53rdvH3q9HpLJpLQeM7euQ7RUKoVA\nIIBUKiWby5bLZdmOjWFAvV6XjV25TlwXrikLpbgFHNeDpdjBYFDWEQBWVlbEgfzVX/0V7rvvPgln\naGRpzCkP2mPqodEEr0eW/mtf+xoKhQLe8Y53YH5+HnNzc7h8+TKOHj2KhYUF/Pd//7fssE20GAgE\nkE6nZb8KOgsSfpOTkxbl1+GpdoR0jNQJHVbQwdAwsHgtGAxiZmYGCwsLloN6HA6HpKhfc+EDYD2H\njx5VF50QZto33+AEsdaAkIsVeSw8ITQkutCEjYZ6On9Mgu+hhx7CjRs3kEgk4Ha7sbq6ikwmIxCe\n39/tdhGNRlGv1y37LjKtyBicpcPsH/B4PAIvA4EAzp8/j0KhgH6/j3K5jFQqJQe7OJ1O7Nq1C294\nwxuwubmJK1euyAauzIWzoo0bpvK6AMRzs7MxGAwiGAyiWq1i586d6PV6kv7kxq9sskomk5ifn5ft\n1lZXVyWLwOrMVColyIR1EfF4XHgbDbUZmyeTSYyPj2N8fFzO9KARosIzzcjQqtvt4pOf/CQ++clP\nCmLRR8hpuRoMBpadnChfjM9pwH7mZ34G9Xod7373u3Hw4EE8+OCDOHbsmNSKfPvb38aZM2ekf4KZ\nEVa2rq+vW47k0/sk0AlQbnlvRLX2KkedUdKEI9ETQ2q3243Xve51yOfzuHHjhqWugrrCw4C2Om4r\no0BEQM/IOG8wGDaV6BoGTpyeVBoDTiiVURsTfgevyZoEGiAaEsJdevNvfvObiEQiOHv2LPbv3y/C\nqasc6cXZsai7JbUxo7Xntmxk4ZvNJq5evSqIgjCe3jUYDOLQoUPodrs4fvw4bty4IaEIz2Dw+XwC\ns/VBKXoPRc4lvR1z7FevXoVpmhgfH0ej0UAoFEI8HseOHTuwubkpXrPb7SKfz0t/hGEYcsgrU5ad\nTgeVSkW8L9OKhOt8lnvvvVfurVAoIBAICORlpSrXjBWPnM8XXngBH//4x/Hrv/7rOHLkCCKRiKWc\nWoeJmk/QmaKxsTEEg0H813/9F970pjfhwIEDSCQS2LVrF5588kns2bMHp06dwne/+10pQWeDGcu7\n9T3SMRmGIR2jlG0d3mqCkPdJ767raDgon/qsEdM0sW3bNng8Hly6dAkApInOXrvyE80+GIbx/xuG\nkTMM44x67SXPizQM448Mw7hsGMZFwzDespWb0PETMDpyDYAUbNCqsyGK6IHsPyEX40t7+o8CQahv\nLyDSLK9etFarhc3NTTnLYN++fTh//rxYaqaaaMCi0ah4N3ohCiG9FONpIo1KpYL19XVpvCH5xb0Z\nWTl4//33Y319HZ1OB5lMxnKvLL/lNu75fN4C27Uh0POhU4FU7EKhIPO/fft23LhxA+l0Gk6nE6dO\nnZLdl3j+A6sb2TXZbDZlvXw+nxw0wx2fdu/ejcnJSVy5cgUul0sIO9Z10EhXq1XhL4Dh1vUMTcrl\nMkzTxLVr1/Anf/InmJubw+TkpPAtVD7KhF5vzteBAwfwoQ99CE888QQeffRRfOUrX0Gv18P58+dR\nLpfxwAMP4MSJE9LXQcNElOVyuSSEYr2LLhOnHIdCIemw1E5EZ7l0rQT/5z3bCUgaEZ/Ph7m5OZw/\nf15QCB0Aq1P5fp1yfbmxFaTwNwB+2vbaRwH8p2mauwH8583fYRjGfgC/DODAzc/8L8MwnNjC0PXr\nug6BuXpdiKTfB4y6HZmy0QUtnFQiELK6hP2a1OT7gNH+/U6nE5cuXcL6+rqgEKbtWEREpEJWPxwO\niwABQ6GMRCJSU+D3+2UzkkKhIB6LJzlHo1FpN/Z6h6cj7927F+VyWao5u92uEH88Li0QCGBzcxNO\npxOTk5Pyvnw+D7/fj0QiIadSUXnY48D+B4Y5sVgMs7OzOHHihFRZdjodjI+PC5TnzsylUkkUWhtz\nooJGoyHzmkwmsWvXLpRKJczOzuLq1atiBKj8VB6damb9BqsOe72edI76fD6cPXsW27dvF3JXx+9U\nOMoJMy3vf//7sW/fPvziL/6i7Jd45coV2dPhwoUL0tFIKK9L07kWDCU09Kdc+nw+xGIxWXsiAV3E\npGsrtGHQHZPkFDhITne7XUGJRLnA6IyKVyX7YJrmdwEUbC+/E8D/vvnz/wbws+r1z5mm2TZN8yqA\nyxgeEPNy1xBDoD39YDCQhg6d56dyMpbVk0eopJVVp3R4Pf2z2+0WJdEIxO124+6778a1a9fg8/kw\nOTkpjDM9Lo0QT3cOBAJC+JjmsLd+YmJCDBANG5uRyCtwd6FsNisE3OzsLAaDgfAU165dk2Pk2u22\nkIQkLhOJhBRvLS4uCuvPUEqnx4hm2PnJSslkMglgGMs/++yzCAQCEh8zxRcMBoXkYprUjgzGxsbE\nIxLGRqNRzM7O4uzZs/B6vTh27NhQCFVVKUM9wxiWubPpSz8H6x5YE1Eul3H69GlMTExg9+7dophU\nUoaDbrcb2WwWv/Irv4I3v/nN+L3f+z186lOfQiwWw8WLF7G4uIjt27cDGGZzuF8D54McAffGYPs7\nsyrkuHR6MRAIYPv27VhaWrKEMhyaYLTzBzSsRJoMV71eL+bm5rBnzx5cvHgRlUrFUqDFs0H1fpk/\naaRwq/FS50VOAlhU71u6+dqLhqGOjQOsm6nqPRJM05Q6eab7OAGsydew0J66oQKzik4TifacLyeP\n8HIwGOCRRx7BM888I4U+kUhEPLrOk9MT8byESqUiMTFz9ACEiNJZEi68ZvvJSaTTaayuroqCJ5NJ\nyUX3+30kk0mMjY0hkUigXC4jk8ng6tWrAEYlusFgEL1eD/l8XjiP9fV1xGIxOBwOOfuhXq9j165d\nmJ2dlW3her0exsfHJTwplUqoVCpwu92yAQk7I1lwxI5H7tWwtraGPXv2yDmW09PTWF5elvCMxWU0\n9slkUmJzEsQscgKGKJFl2+wXKRaLePrppzE9PS2KSSPIE7PuvfdeHD16FP/0T/+Ec+fOoVqt4umn\nn3gCAz0AACAASURBVMaVK1cQiURw8OBBrK+vY319XQw9DRv33wSGuzBRPnTxlvbq5GocjmGPxubm\n5ouqGHUdA/DiE7CJdFkFCUCyXB6PBysrK1hZWZHjBSi32rhoVLLV8WN3SZqmaRqG8Yq7qszhYbR/\nDQwboqiQhJ/23C071Ph3rZgULpaW0svbm6YIYXVXJK/J76ci8QCVmZkZmKYp2YaNjQ0LgUhPyuuw\nOpCFQz6fT46PY8ELW4FJ1LGIhtWVZOhJIPJZueU7T14yjOGBsufOncP27duRy+Vw7do14SForPx+\nP5aXl6VWgeEFd1EmEti3bx+OHz+OVCqF5eVl4SGuX7+OmZkZ4VGKxaI0aSUSCZnPUCiEzc1N4RgM\nw8DRo0dRq9VQKBQwNTWFF154AUtLS0ilUvB6vQLPdT6+UChISpQKziPe2AykDQQNKxV6bm4Oa2tr\n6HQ6SCQS2L17NwKBAE6ePCnK/eyzzwIYwnCu8fz8PByO4UlVfD6S3oTh5J1osBhqkfHnPRmGIXtp\nrq6uCvvPkFQbAo0idYihjYFW8JmZGdm7UvcAMZvD79akO6+9lfGjGoV1wzAmzNFx8zwvchnAtHrf\n1M3XtjQI+3S1FyeHRUTsEiMrT+hvL0/mdxAx0CDw71R+LjCvT4Xs9XoShwPD/Ri5qUij0ZAj14FR\nsxY9Pq9NuMk4lPE3obrH40GpVML4+DjcbjcKhQJ8Ph/GxsZgGAYuXbpkgdGLi4sS+w8GA8zMzOD6\n9etIJBKSOajX6xgbGxOeYnl5GblcTuJvchWGYUi589raGvbt2yfzvbCwIF6esery8rJULsbjcQQC\nAWHd0+m0tOcy5h8MBkLQ1Wo1mKaJU6dOCW9BEpVej3CXCE4fFehwOOSeeYqV3oaNxjwajeLUqVO4\n//77hYyNRCLSwrxt2za88MILiMfjsuWcaZpYWVmxkNYkC3WNAwlpci6M+5kO1o6FSkj0wR4JyhiV\nVvNnOlPCAiu9BwdlnOFMoVCQykXeJzksrrU2RK9k/Kjhw0udF/lFAL9sGIbXMIwdAHZjeKTcyw4q\nKyeeE0Fh4CI1Gg2p6uMC6Oo1HXZwsgirdBEIBZpDp7G4QJ1OBwsLC4hGoyKkzFwwJ66Lqfg6AGlq\nItrpdDqWRhl+D9EDCUpuXrK4uCihEjdEjcVi8Pv9mJiYwP79+4XAK5VKAh9ZqNTv94X/IHfA7AjJ\nQqfTKSm1breLM2fOyBwQmgOj2pFGoyFE5ubmJhqNBur1uhjpUqkkxVjVahXBYBC5XE6yCFQIFiWx\neIo7LzHcCoVCSCaTgp5I5pE70W3uExMTAuVXV1fR6XTwwgsvwOfzYW1tDS+88AK2bdsGwzBk5+hw\nOCz7SGxsbKBSqWBjY0M8ru525XwQGWoCm6lXhqwMdSlfGxsbuO+++wSB6OIkGhV+P1GwzoiRaOXz\n+nw+7Ny5E5VKRQ4G5vsof0ROfBY6y59o8ZJhGP8I4GkAc4ZhLBmG8et4ifMiTdM8C+AJAOcAfA3A\nB0zT3NLd0Jtz8rWy6zTNzevI50i+3IrBvXn/lmIPe5aDC0jIRrRBzmJzc1M8QS6XExKMewEwiwGM\nSqV1apGKSEKQxqJcLsvJ0PoY+ampKVy/fl0Mhw6hotGo7LX43HPPoVgsolgsSgjCzVicTqeULBOe\n89Dbdrstm6oUi0U0m02kUikUi0Wpi+B+i0x7siCM8XG5XJZailAohPX1deEzyA1ooWapeavVkv4H\nQmOXa7jteT6fF2NE/oR/J9/C76BnZTET15TPV6lUJGUYDAZx7do1VKtVXL16VSpM2RzGMIWIiN+r\ny421s+KIx+NiBDQ6ItqgcrPcXO/ypdPfepBsBEZhhs7mMP1J5KVDGhouchS8HtHYKzmS/rbZZEXX\nc/OeSA7qk4bojZnLJxmkrSrhJ8MILgD/16QQIZpeVArHu9/9biwtLWFzc1PibgoAvWOnMzz5aGVl\nRToHeX0KJvcQIPph5oINQfF4HMViETt27MDVq1fFgxAeA8Pin3A4jKWlJWzfvh35fF42LYnH40gk\nEmi325Ie5PMTnjebTUxOTmJzcxMej0eIz1QqJYVU/IwmtXh2JOeLHppCTwI4EomgUCgglUohn8+L\ncaLn5JpxR2rWLvC8DSIZdk/ypCt9TSpBLBYTcnIwGAgvMjk5iUajIVzH/Pw8vF6voI1sNotarYZq\ntQqPxyPbzlOJ9PrbPSvXmkTf9PQ0arWaVHeyEpMwv9Fo4D3veQ9+/ud/Hu9973tl2z2iAl1Ep1/n\nM9KJ0XG53W7s3bsXuVwO+XwewKgjlCXeelcr3bejwpXX1iYrNAT0vLR+nBRaToYNwKiBxjAMicFo\nIHRlmA5NAFhgv66AI8wGhkIwNzeHCxcuyC7JVC56Odb5V6tVqQGo1+soFotizR2O4R4J8XhcCNNO\npyOltRMTE3A4HNi7d69s6klvSFZ5586dyGazuHLlCiYnJ7G8vCzxIgub8vm8kIMulwvj4+MyZ9xU\npVwuS8fixMQEJicnpUSXxCCRCxuxDMPA2NiYnNik07VEDz6fD+VyWTIgLCenIWCWgofnsnybiEyf\n3cC9HqkYY2NjUtacSCRgGAZyuZwYrGQyiXvuuUfmeWJiAhsbG6jVanJGJ4/Gy+VyUl4dDAZl52xC\nbRKY9L66GW8wGCAej6PdbmNubg6bm5vY2NiQ/TA5NywIi0QieOyxx7C4uCjPCoz289BohPJJPeAc\n0VD1ej1ks1l4PB5sbGxIAxe5h1arJWl7fofb7ZaQW6c5tzJuO6MAjKrR+DAUQBawaPKQ7byAlajU\nrLG+Bq0ovwMYWml2yHHDUVYHEh3w3D4ihnq9LkLvdDol/uWCcxAdcHGYRuVmnt1uF8ViERcuXBBi\nkpY/k8lgZmYGsVgM165dw8TEBBYXF9FqtYRlJlFJkol8S7vdxp49exCPx2XHo3Q6Lb0Ra2truHr1\nqghZt9uVHZ+oxCRLm82mKBlDo1gsJrsx8UwIev1sNithmdfrxY0bNxCLxaQCVNeN+P1+FAoFqfko\nFotC8DKzMzU1BQDyzPF4HMFgEA899BAMw8CVK1cQCARw7tw5rK6uYnJyEtevX0e325VmLRo6hnUM\ngYjmNEnM7JImPoFhWpIl7uxEZDdpOp1GNptFNBpFJpMRw/6tb33LIocsZaZsEJHQGNhfA4bhKFPi\ndjKTTpFhj0532tOSWx23jVEArI0iDAc0YtC1DIzbeCgM417GpQwHNNLg93LidO8Cq9N4JLnDMdyi\njP0U3FQlkUhgYmJCegJ4cjPPLABGJxdxNyKWxvJasVgMpVJJmGTGph6PR7wpT7Letm0bnnrqKczO\nzmJlZUXSf4zvQ6GQKHY8HofX60W9Xsf09LSlQnJychIrKytIJpNYWloCMAxJGOpUq1Vsbm4imUwi\nHo9bBI/dnjz7kdcZDAbCF2QyGUFCPGmKmZyJiQlJM7Kxip6Mh8bw7EmeSsUqQfIv3IItnU7jkUce\ngd/vx/PPPw+/348bN27IeRdXrlwRI6UJwVAoJOEKMx1a+VmQRIRJ2aBsmeawkzSZTAq3xDl87LHH\npEOSTWbve9/78OSTT+Ib3/iGwHjNUZAv0KlJyoL+eygUwuTksNTn6tWrwn/p92sjohEI3/t/q3jp\nJz6IDDQJQ05AZxKoWJxQemFOJADx3sBo5x1N8OhmJx3jaR6CsTCPP4tGo7JfwcbGBkzTxMWLF4U8\nowD3+32pwSeUd7lccpoUAKyvr2N8fBzValUYceba8/m87MB8+fJlPPXUUzhw4ACee+45yUSwqjCR\nSEhJLtNs3E+wUqmIAVxcXJRnXVtbEwWgB6XQEsKXSiUpwgqFQqLQpjnsj2DGgB6dmQcq1dramoRc\nRHFszqrX68jlcjIXFFhmMYiMOC+DwQATExPI5XJ45JFHUK/XsbCwgFqthitXrki6Tx8px8KxVquF\nTCaDWq2GfD4viEh7f8J++6YnnFcqciKREFKVz57JZLB9+3b853/+Jy5duiQlx8lkEg8//DC++93v\nSq8OlZOypjeroSLr4jxWhs7MzMDlcuHq1asyv3wGOkreIzDa1k2HINqIbEkXf1xl/kkMwn4qJDMD\nhEYkXYBRTQAngWXR/AwhE0tniSi4ALyOrofQ96HhmN6Vh/n/RqMh5CTTdP1+X1qISXqRYQ8Gg7Kj\nkd4lmr0OvV5PynVNc3jQysLCglQQsqIxEomIsYxGo2g0GpZzJlhByKIdcho8nYg1GSyOIlOtW5nZ\nz8B7ohdl4ZberIMl1myrjseHPXE0MCw2cjqdokQkabXi6qwRt6+jsWeb+qVLl/CzP/uzuHjxohRI\nzc/PC4/E5rNarSaZHIfDYdlvkmuqN7zRPRZ6zwpgBL9ZT7J3717k83msra3JsXnMltFgcJt3pmuZ\n+dGohTUxGsXq0IEomOsEjPpTmHLUWRIdmvCZNI/Atf2JpiT/bww+ABcMgHhqIgVNltAwABCvr60h\nFQCAGAIaD51i0mGFJntoOLhpSbValePT6UGYZuRkk31mqo+ZAJdreJCKx+OREunXve510mnJfQB4\nmIvX68Xs7CyeeuopKZwqlUqW0MrpdCKRSEgmhlxFrzc8AIR1CoVCQTIb5Bymp6exsbGBYDAopONg\nMJCOR+bpWVvB7AnDmvHxcSQSCSmiIg+wvLwsCGRsbMyyniyPnpyclLp8phPj8bjsRQkAly9fRiKR\nQCaTQalUwmOPPYY3velNOHnyJDweD9bW1lCpVKQ9nOSmngfOFUu6qXAs6uHQ7cR0HkSHLKOmnOlt\n8fkMmUwGZ86ckfL0breLAwcO4ODBg3j22WeldkHXO+g6GTohbRz4N2ZHyBtproA1MpRpTZDq4jmd\nJdKt+y83bovDYIDRrruMi8hMc3ACqeQ0BiRutOEgecT38z2cRACWjVy1sdFWlh4/k8mg2+0iHA5j\nY2MDTqcTlUoFiURC0mzMFPB35utXV1flWfbu3SuNQBS6TqeDdDqNarUqHpSHzTC+JjIIBAJSyUfe\ngoYtEokgl8uJsDJFyo1ZWcNQrVaRzWblPMipqSnU63UpT9ZNRxsbG8KVzMzMwOv14syZM3L2xPLy\nsvQeGIYhZCS9GTMt3B1pdXVV9pog8Ver1WT3Kh4KUyqVcODAAayurmJ+fh6hUAjXrl2T3aa5u3Ox\nWBRoz7CQe2gyTcgMiV5nFmvpJiyNIHVptdvtxlve8hacOnUK6XQaACStTMPLMMXhcCCVSuH9738/\nfuM3fsNSI2MvXdYhMWDd+4GZj0QigYWFBZTLZTEKzEpRXqgjbMyj4WGdi07xb3XcFkiBi6F7Fbgw\nwAhq6ZhL1x5w0mlxyTPoBSZxqRef30lUQphFS1sqlTAzM2PxRJOTkxgbGxNSkB2D5XJZnoXxIQXe\n7/cjmUziwoULOHbsmMSE7AhkQxEwQjmlUglra2twu0ebsJZKJaysrKBQKGByclIQAFl2ABgfH0e5\nXMbY2Jjk0QFIxV61WpXSXADCD7Bbkjst817S6bTsMcBNXWg0uGsUQzFyA4TA7NhjnQCbmpiRYQjD\nsIS7Lx0+fBgnT56Ey+VCPp/HtWvXEI/HZV+CSqUi4RK/nySs/fwNO/LUJDXDB75Pc1oMk1gK3ukM\nT9IOBAJS3r62toZ7770XwPCUq127duGZZ57BwsICcrnci+5B1ybYC5U0euj1eti+fTtqtZr0avBz\n3JCHKFEbcaINnb37UfZTuC2QAi2ZbmLi4mgLqieAgkWPTMtPpeb36noF1iTo/RZ0LbtO31SrVVy4\ncAHnzp1DJBJBKpWSwhhCb3pmfp51+Uy7MaOwf/9+XL58GYPBAKlUCpubm1IJV61WsX//fila4mec\nTqd0U7JSj+m+ZrOJtbU1hMNhSTFOTEzIbkesTaAhJLvu9/sRi8Uk9cr9Gv1+v+TkZ2ZmkMlkMDEx\ngVqthq9//esCS3lMHoWZG8lSuYgYmFdnfQRL04kSiCTY8DUYDJt5stks1tbWpOmJ3ATrDcitsDZE\n71cRCoVgmqYYLe7SpFN1Og1NRWU/DY0YU6MsnHvb296Gz372s2i328hkMrhx4way2SzuuusuXL58\nGd/73vdw6NAhOfjmt3/7t/GlL31Jn8okcqWLkXRWgzJHAxIOh+HxeORsDQBiPJnqvBWxqI0bMKrB\neSXpSOA2QQoALFaO8I+TZl9IWlxaQWB06rQu4NAEJgeNhu5q4zUI25gua7VaQpAFg0Ehwm7cuCFh\nRDQaBQApDqIXZo39fffdhzNnzqBarUpsTcQDAHfddZdl912/3y/hAcMoQsWdO3eiUChIxZ9hGBJS\nnD17FuVyWY50I5JKpVKYm5vDG9/4Rjz00EPYvXu39BZks1msrKyg0+ngypUr6PV6uH79Oq5fv44L\nFy6g2WxKOS8RGr3/2NgY7rvvPuzZs8fSgEMjzRRhtVrF4cOH5fCZQqGARCIhYUk8HsdP/dRPodPp\n4MKFCwgGgzh//jympqbkKPpGoyF1BcwkkAshIVmr1SRrwnoIsvoaKWqFIUGt5Y4y1+128brXvQ5f\n/vKXJUSKRCJ44IEHEA6H8YUvfAEXLlzAzMwMDh8+jGg0imeffRZzc3N46qmnxFtT2TXZTQdl/xuf\naXZ2FpVKRYwqDaT29tooaHSqswz8G591q+O2QAqa/NPxj2ZQtZLrocMHXQlpj+F0bYJO52jyxzAM\nqUugN+t2u9KPwDQdY0rC3qmpKdlolRab9QM3btyQOgTWGNATsaqOWYhsNivbqGm2nPnqlZUVid0j\nkYiU1Hq9XmSzWUQiEeTzeYHPe/bswaFDh2AYBs6ePYvl5WXEYjGk02k5YUmfMckdqiuVCnbu3In1\n9XXs27cPbvdws1nOIys/L1y4gJ07d8oxeuxZYB1APB7H0aNHEQ6H8frXvx5/+7d/i23btiGXy0mP\nw8GDB+XQmFAohNOnT2PHjh3CQ7Byk9kUAGIsiRCpWNoAEJ5rL6zT2rqUWW/W43A4BHWEQiGsrq4i\nEAhgenpazom8ePEiDGPY2DU7O4tyuYzFxUVBPo1GQ5wa5ZiyyHvQckxDwWpLZmxI9GrES13QGRXt\n+FhbwWvo0GOr3MJtYRRoOe1Q314LTuZXLzoZb63Y/Jw2EpwYQjimb3SaSBd7BINBhEIhZLNZLC4u\nCmwtFovIZDIiyPV6XYpxeIJSLBbD8vIy9uzZg+XlZSlp5oKRmOT9cIcfKnur1UKtVpM9CePxOC5d\nuiSFM+wWbDQaUu/Q6/UkLGm329i5cyemp6fxzDPP4ODBg1JM1Ww2kc/n5TlTqRTuvfdePP/88wgE\nAkJ0njlzBgcPHpQDSvfu3YtYLCapx2PHjonwsd37wIEDKJVKwrM0Gg186Utfwnve8x5861vfws/9\n3M/hH/7hH7Bz505Uq1W8+c1vxte//nUcOXJEuI39+/cjn8+jWq1KlShrPdh/oBEe5YCsu9PpFHKR\njiIQCAgabLVaEnZy/qlgJOruvvtu7Ny5E1/72v+h7s2j47yr8/HnnRlptM0izSKNRpK1WLJk146s\n2E5wqBOyAQFCCodAgbaBtP2Wcr6spVloC4dv2tP2/IDCAQIpv7C1QDkkbRoIIcEksZN6iWNbtiVb\nkiVZI82Mtlk0Go22mXm/f4yfqzuTtMj0yznue05OZGmW9/0s9/Pc5z733qfR19cHh8OB4eFh/OIX\nvxCSlZJqu92OkydPYnV1Fffddx8ee+wxyS4FNvo2aD8fKD6cNF/g9/tFKUu+S5PipUI+HnY6AYoX\nx4Ov3SxauCqMAlBcbZcbmhaSJwO1ATw9NDzTfpUmcDSEJFzk4JamT+u6CkxgoR9LApNdiniKtbS0\nYH5+vsgoJZNJMQzkBPh8bCW/uroKh8OBsbEx+P1+aQFHTsJmK3SPbm5uxokTJ+D1eqUWHzeI3++X\n+DoXOxWDrLbkcDhw+PBhOBwOeQ6trpuYmMD58+dx2223YXR0VGTSfG7WZVxZWcHIyIiIgN7ylrfA\n6XRKbcjFxUUcOnQIFRUVOH36NG6//XZUVlbitttuQzqdFglwX18fEokE+vr6cOnSJXR3d6O/vx91\ndXVobW2VMSNnQHcKgLh82m2kkdfCHh1BMk2zqI8FK0eTICU6raioQGdnJ9ra2rC0tIRQKIRdu3Yh\nHA7j6NGjUvCFm7WpqQl+vx8nT55EPl+o0JXJZPDYY4+JmlCf6FxXRCx6HnifFRUV6OjoEHeT96tr\nNfC1GoXQ9dXhde6PX+e66owCsNEQVrPa3AwkcAgfOcC0zqUIQxcUZdgK2Ch3xc2hw5d8bUNDA0zT\nRCqVErktJbl0M6ampqSKEcNFKysrqK2tFQSg28UxWSaXy0mLeFZDorbfNE20tbVJ12AiB44BUJDX\nkj9Ip9MirFpeXkZPTw9GR0cxOjqKTCYjfAQLkQYCAYls2Gw2QSfMQQgGg9iyZQueffZZlJeXo6Gh\nAQ6HQ/gE0zTR398vxjCZTIo7Q17kiSeeKCL6DMPAiRMn8OUvfxlf//rX4XK5cOjQIfT29qKzsxOx\nWAyXLl1CNpuVHBJuChp2YCN3gPNHFSr/4+/5bxpy6i0YYSHiqKiowM6dO3HgwAGsra1hZGQEsVgM\n8Xhc3DUam6qqKult4fP5MDAwAK/Xi9tvvx033ngj7r333lclIGnorl1g/fd8vpBsVV9fLzUeqBeh\nCI+RhlKyURs/oDi0yX9f6XVVGAUdItSDqgUY/DdPdq1Y5IbWCkX+juQLB5WLhmw0VWP0+WhIvF4v\nWlpaRDeRy+Wk8EdFRQVCoRDa2tqkAQvFJs3Nzejv75c6DMBGyIkaduYQNDU1CYdAFGQYBtra2jA5\nOQmPx4NIJAJgo/ipw+GQtGJuCkYq8vk89u3bh2g0KoVo29raRD7N76usrMSNN96IWCyGRCKBqakp\njIyMwGazobOzE+FwGAcPHhQS8cKFC7KBTNOUBCUaQ449Ix9MFqNew2634+6778Yb3/hGfPKTn8TO\nnTvxgx/8ALfeeiuGhoYknOhwOIQ7IPdC0o/hS0ZStFyZ5CCzBulKcNwMw4Df78f4+LiERtva2vCG\nN7xBajkcP34cAwMDwi8AGxDfai00BWpsbJQIyfj4OHK5HG699Vb09PTg+9//vhDGWg+j3QX+n8hG\n5z4wAUwbIrbmY90OYOPQ4zrm+tIHHNe2ThfQ9/KrrqvCKOhwYalcWevPARQVtaAclJPHAdAtxPQE\n6Yt+KlCMUjRhyc/KZDLCnlutVsTjcWzduhXRaBSZTAaBQACrq6vwer3o7+8XFEG5sdPpRHl5OcbH\nx1FbWyvRDLLllPsCQFdXFyYnJ1FWViZ1DCoqKuB0OqUFWH19vYQIiTRoxGZnZwVZtLa24syZM9i2\nbRtmZmZQVVWFRCKBQCBQVHx1fX1d6iww1be7uxvT09OSsNTc3IyKigpcunQJlZWVQrbZbDbJxyBB\nS67HNE14PB7cfffdmJiYwNe//nVUVlbi9OnT0iHb7XaLwdOis9LTjv41UJwkB0BCwBqqk4Al6RcK\nhbC2Vmid98d//McwTRM/+9nPMDMzI26ZDnNTAWmz2aQ4bmVlJaanpxGNRrG4uIj7778fAwMDePjh\nh4sKrfA01+pCGjptEPicZWVlEmqemZmRZ6+qqpLP1cQljWOpXkcjJKIRvvZKrqsmJAkU+/R6k+sH\n1e4EUOxTcfCYkUjjQsvK9/BzKErhBPJvLKHe398vnZRjsRimpqYk8YclxNxuN6anp7GysoK5uTkp\nbc4TJ5/PS2jP5XLJCcdsQk6qxWIR+Mi8fS566hmSyaTE5sPhsIQ/mV9x8eJFrKysYHp6WhKs2CSF\nGYj8zJaWFol+1NXVwTRNpNNpSRoaHh4WyXVTUxNcLpfcWzgcRlVVlRg7naCjQ7oVFRXw+/1461vf\nKglhLS0t6O3txdjYmNQFoGECIMiudP5JEupiK0QRVB4S0bHOBY0+CWGr1Yp9+/ahsrISTz31FIaG\nhorKqenIhc1mg9/vl/GrqKhANBrFxYsXUVZWhrvuuguzs7P46U9/KoItolfmrZSXl0t1Jx5ipRoD\nwzDkdTQARLh0x/QhyWemwdHRtdIwfGnoc7PXVVN5iaSIDjsZhiELzOfzif/IDDxOPidWhxdJWgIb\n8mUuGM3ccqBpxTnANpsN73znOzE5OSkVjmOxGFZWVtDa2ipSZ8LcYDCI2dlZWK1WtLe3Y3x8vKhY\niM7hYFERVmXW0Jn/pztDP5KGyuPxYHp6WgwOk3VGR0fh8XgQjUbFR6XLQFREYzg7OysJNnoMiDQ4\njlarVdq91dXVYWJiAg6HAwBERs2GNKlUChMTE7K4nU4n3vnOd2Lbtm342c9+hrW1NeFJBgYGZN74\nfDRGRGbUGuhy/bxXoj/OseYRtIqVgh8WYuns7MTAwABOnTqFVCol88IDhWFUulzM3Mzn8+IOejwe\n7NixA+9617vwJ3/yJ8JTceOxija1FIw6kScjOmAWp9Vqxa5du2CaJsLhsOSl8L64hnVfDY6DHg8d\noeAYlLoNpmluqvLSr3QfDMN4FMBbAcyapvlbl3/3WQB/BGDu8sseNE3zqct/ewDAvQByAD5imubP\nN/Edr/l7i8UiRBkNAOO3evPrnAmSM9owcIFogpAGQhsUTdxks1k89thj+MY3voF4PC7p01arVboB\nUT1ns9lEm+9wOBAKhWThOp1OJBIJgb7V1dVS+ozvb2xsFFcgmUyKi0QikAaCJekYRVheXkZ7ezuG\nh4clgsEkHuZOeL1erKysiF6CKIVGkou1qakJMzMzsrDq6uqQTqcRiURQV1eHCxcuwOPxwGazIRKJ\niPJOx/dpAOvr6/H5z38ezzzzDIaGhjAyMoJ3vOMdOHjwIMLhsGSPJhIJydJklIZ5DYTXOtbOTUDX\ngIQk1woZfat1I/X4LW95C9ra2nDhwgU88cQTiEaj0tqPYd+Kigp0dXXB5/NhfX0d/f39WFpajn7+\nJAAAIABJREFUKpJMB4NBpNNp9PX14ZZbbsHHP/5x2WxEL3RnSRwDkGpd3Kg85XXlLIfDgcHBQcRi\nMVn7zLokqUhDonkvGiJ+JvkPfcBqHm6z12Y4hW8D+AqA75b8/oumaf5/+hdGcdu4RgC/MAyjy/wV\nxVu5sfkA3Jw0BIZhCHRkDb/5+XmBlSRiODClcMpms0kWo2mawvJrvbgmbvgZPp8PbW1tmJ6ehtvt\nRj6fh9frxfj4OK655hqpgmS1Wov815qaGoyNjcmGZUYlqyzx2Rjum5+fR1VVFRYWForSXGns1tbW\nEAgEJKGIi8swCuKjbdu2YWBgQCIJDQ0NEjbl6U5Yz0VGgtIwDCknVlFRgUQigaamJuRyOWl64vV6\n5SSlPJn9LLq7uzE+Pi5l6q+99lp8+MMfxje+8Q3U1tbi4MGD+NCHPoRvf/vbUoDE4XAIKcnoDhc8\nC8+srq4W6Q204EhnNJbG/rk+7rzzTjQ1NeHEiRP46U9/KinglIDv3LlTksuy2Symp6fR398vIUBu\n8vLycrS3t+PSpUt4+OGHMT09jfvuu08Mkib7NDfEe6I8XXNmwIYRa25uRiKREP6ISJgHj1ZG6rRr\nXTVM/1yq+i2NRmzm+pVGwTTNQ4ZhtG7y86RtHIBxwzDYNu7If/Um3nypbltrxQEUyWcZlSCSYISB\ng0fflO/XYhESSvRjaXSYNUckMT8/j5/+9Kfo7e3F8ePH4fP5BBqzB+Li4iJuuukmzM7OYmFhQe6n\nt7cXk5OTaG9vx8TEBHw+HxYWFopqCTQ3N4txYwl0JiYRdgIQ8ouchB4rFjH1er1S2GV0dBRAITlq\nYmJCZMmUNHNhMqLQ1dUl5d3pP4dCIayvr+PGG2/EiRMnhCOYnZ1Fa2urEI1c7IFAALfeeisMw8CP\nfvQjDA0NweVy4Y477sB3v/tdOeEY9iSZx8QyXeCGc6BFRtxcOlavybXKykoEg0Hs3r0bvb29eOWV\nV/ClL30JDQ0NoilZXFwUzmhwcFAMH9cSgCIEGgwGYZom5ubm8Oijj+If/uEfcOrUKUFamvAkMmCR\nXro32ufX1cS4RqurqzE1NVX0bIax0cVbk/D6KiVVyTHwsOD36GjKZsVL/x2i8X8bhnHGKHSlZtfp\nX6ttHKERsHE60uJpX5JQlxaXlpVIgYNBcQ8XDsOWpT6s3W6XxUBxiv7c8vJy/OQnP8GePXtQU1Mj\nLdPos9bV1WH37t2IRqPiu7OascViQSwWE96BuQp0b2prawVC6gXEe6QUury8HF1dXejp6UFTU5NA\nUS4iwm2v1ytpx0BB4ba4uIjW1lZUVVVhYmICi4uLAi/pOtDAVlVVIRgMwmq1IhQKYWVlBY2NjYhG\no2hra5MsQxohypDpGh07dgw7duzAM888g7m5OQSDQfT29uLcuXOS9MRYP2s/8D5JFjICwT6VWnui\nC6xqaTsNZDabxW233Ya9e/dicHAQjz32GILBoHTI5mnLWpEAXqVxACBiORqu2tpa7N+/H6FQCIOD\ng0VGWXMvOsKgDy2iwtIIBHkfwzBkzjSHxAI6RAL6tNclBWhEtDGgoeSeuNLch1/XKDwMoB1AL4Ao\ngM9f6QeYpvmIaZp7SHzoFE+6EXrQAYiiTIca6atrf8o0N1RsnDAtgCGhpaMchH4Wi0WqDqVSKaRS\nKdx+++2SxMMaBhaLBYlEoohoCwQCgkYGBwfh9XoxPT0thU+4AdiwhTCYyIUbnd2TWMJ9dnYWiUQC\n1dXVaGlpwR133IH9+/fD5/NJMlNVVRVmZ2cRjUbFZbLZbBgbG8Pk5KRUhdKMtdVqRXd3N44fPw6n\n04nJyUlMTU2JToPS7UuXLskYZ7NZBAIBGUsWiH3wwQfx7W9/GxaLRbpInTx5UshTPnsqlcLy8rII\nz2igaOjYck4TiHR3yK+Qb8jnC9mVO3fuxOc+9zlMTEzgL/7iL/CLX/wC11xzDa6//nokEgl4vV40\nNDSgpqZG6lJWVlbC7/fLdxE1cf4oZ77uuutw66234qGHHirKytR5E6XRMB0xKHVxgA0Owu12S0q7\njnpowpBjTtSoSVV+/mu5v/w/1/ZvvMiKaZoz/NkwjH8E8JPL//xvtY3TbCsfkn6o5hi0QpCnvrq3\nV5FPRA5ktXkKcGOQ5abfbLPZxL1YWVnB6OgoPv/5z+Pee+8V8i6TyaC2thY/+9nPUFdXh7KyMmzf\nvh3ZbKEh64kTJ6SjEy05F2NdXR1mZmawtLQkrDJ1DVz46+vraGlpkSItvNf6+nqcPXsW+XyhIzcL\nlZw6dQqmaUoX6+rqaszMzIjho+ujT2yLxYLFxUW0t7dLjwT2QmAUgGXHGhsbZYyHh4cRCARgmiau\nu+46vPLKKzhz5gwGBgawd+9eVFVV4dlnn31VgpqeUxoErdzjc3OsKDRibwVNmtXU1KCmpgZ+vx+t\nra346le/KuRsbW0tJicnkcvlsH//fimJf/HiRaTTaTQ1NeHcuXNSPr6U+GONyM997nM4duwYHnzw\nwSKURejP9QagSFtB466NgUatpmlKMVxdRDefzwsBqsOJl/dZkXCJikxNqpcaDK3qvZLr10IKRqF/\nJK/fAXDu8s+/dts4YKP5Cf8jZKWijTkQeqA1O8vTg/UB1tbWxGBoCMfTTEcaSqEp0cjKygo+/elP\n4/Tp07jxxhvh9/vF0jPvnycLQ5cXL15EV1eXNK/JZDJSJRmAuBVkqaurq8UN4KlKkhAAXC4XOjo6\nsH//fuEs6urqEIvF8Nxzz8liY0ITe1Zy8bCqtO4gxbJyMzMzIlwCCkVvPR4P4vE41tfXRZa9sLCA\n4eFh7N69G7feeitCoRB+93d/F2fPnkV5eTmefPJJvPOd70Q6ncbhw4clfAZAoD+NMUN1JA0ZAeCC\nZ6Yg1wAJRBpVGnFuBG4Y+vM0jouLizh48KBoBpxOp+RzcKyIIr1er5TCf8973oPPfvazePjhh/H4\n449jbW1N7o+Ik+tSrzsdItQIQvv/RL468Y2uEjkUkpg67Ki/u1SkpF9LF5hrmPuGRmwz12ZCkj8A\ncBMAr2EYUwA+A+AmwzB6AZgALgH4X5c36YBhGGwbl8UVtI0DNtAB467ad+IG1ZOi/S364DyJtOGg\nFSeDTbhOgQ9ZZhoJLjIu3Hw+j89+9rP4xS9+gc985jMYHBxENpuFz+dDMBjE6OgoFhcXEQwGUVZW\nhj179kjrMhY7Ye8IXQCE90UflOpIuj7s9LywsIBoNCol01ZWVsS1YVFVuky1tbWYm5uTOLjf70dz\nczPy+TxOnTolr7XZNsqZ8Xes/ceTme6RxVKo0Lx9+3Y88cQTcDqduOeee/C3f/u3aGhoQCqVwvvf\n/348/fTTgk50zURtuDmnmoW32WziMjEUSpeLhViBQgk9Gk12rmKmKN0Crp+WlhYcPHgQpmlKyXi7\n3V7U8Tqfz0vLPNMslJy75557cOTIEak0pTegdgW40SmtphvE9aINl34PDRxzZLTojqhIo119UPFn\nzpdO/9buC1+vJdVXcl014iXN5pIL4OZlqIo+JBuTcjNrsodWlvHqUv+L4SHty5LU1OEczSqbpgm/\n349gMIhPfOIT+MhHPoLWyxl96XRa9PX79u3D4OAgJicnJbLACAnbm7O+HqExy5+xEQyzGakcZPXi\n1dVVtLa2Skox4980KDSKyWRSNp/FYpE26w0NDXjppZfE7aCRpCEAUNRxm+Kd5uZmKc66e/duXLhw\nAbt27cLp06fR09MjizmVSuHQoUNyKmtxFPNFiIby+UKVJqvVKk1yWXSF6InEGeefxWAZpSEJyIpI\nDocDp06dkloRW7duxYULFzA8PIyqqir09vYiGo0iHo+LQdfCsNe97nUoLy/Hc889hwsXLoix1PCd\na4EhbupeNCmu3VLNfXEtlpWVobW1FUAhA9dqtYr0nLkPGilQB0JEo43p+vq6oAvuY76vNDoDAPl8\n/n9e27hS14D+L60tN6leuKVIoLQug7ag/Dt9XFp/7cPSx9cRDMMoCIVCoRDa29vh9XqLKiSzJXhd\nXZ1UYNZt1/TiWVpaKgohsWAJm8yw+CgAdHR0FOUQ8Fmo8qQrUepaETlRY890Z26yXC4nURQisFwu\nJ+4O05U1yUnijQ1qy8vLEQ6H8brXvQ7Dw8O4ePEiLBaLcCi6pHx1dbUUpdGLlfNJlSRfS/eChWiY\nq0EDAmxI1bWryWauRGPV1dXwer2orq7G6OhoUecmHhpLS0uCdlhfkWtFrx1+H6NYTH/XV6kmQP+b\na4ol6YBCxykqEbm+yanpfWG1bjSa5ev47Fz7RDFEXqXr/0quqyIhCthIigI2CEe9cflvhmq0hoFI\nQWfQ8XMI83R8m4uT36vFJfTLGGvmZ5MUfOihh3DjjTfi7NmzWF5eFpFQIBDA4OAgZmdnEQwGMT09\nLTFwWnmtagsEAkWblgVVSJYx0sL0a4/HI/473YRsttDQRaMkPh/vnY1rpqenBc7zmXkicXF5PB4J\nDzISwHHlpuRnV1VVoa+vD8899xwAiKSbKjztpvHv5HE4j6wLSZTEOWGUpKOjQ1KZSXwahlFEClMw\nxvyPpaUlRCIRZLNZyXMYGhqCzVYoy2+z2ZBKpWC32zEzM4PKykqcOXNGFISawddEHsPGnEuOkUaV\nWmtALQMNA/8jlxEOh2X9ka+gpLvU9eXP2vCX6hZ4bxrZaMN2JddVgxQIuXhiAxvt1MgxMM2ZBkQr\nuDiQ9B1JBmrDwYWu36sHkxuXpxyJMm42q9WKZ555Bn19fQiFQvD7/fD7/dJrkYhiampKipXoKsJk\n/4k0mBS1detWkXCz10Q2m0UkEpH7vnjxovxM1MAQGoUuhmGIItAwDJESs4ZhY2Oj6Bc0SUe0ND8/\nj3g8jng8jtnZWczNzWFqakqqSYVCIaRSKUQiEYyNjeHcuXOSfUmFpMvlks8jsUjUpUu18eSrrq6W\nDUgiNBgMwu/3Y2JiQnxwzi83ELCh4CMCAzZcoHA4jEOHDknj1dXVVRw+fBjbt2+XsDPnW4cYdcqx\n1h8AG/oXHj76tXwvNyM3sI68GMZG+btsNitrkeItGj1eNDJafERDxX+Tv9DIlHtGa39Kjch/uRc3\n/crf8KU3r/btdWo0FxghJmEUySgt8uBpRNaVfAItOH+vIR79QX53JpOBaZoy6EBxzf/x8XGUl5fD\n7XZjaWlJ5L+EmblcDg6HAw0NDWJs3G63wGS6FkNDQ5JG7XK5JGGJ/jlPIwBCWhLC0gDyOdhfkicq\nRVncoOw0RT6Br9OwlYhmbW0NXV1dsmCZ6djR0SEJV/F4HBcuXJAejRQq0Y3gCchNz89fXV2VlnMe\njwdAQUBGF4CJXRq2875o8Amhy8rKpBMUIzysO3H27Fl4vV55DytfuVwucTOYNBWPx+V0Jkzn/erw\nqV4rNCragGhkq8ny+vp6VFRUSC1Mrsfy8vKiaBTXJo2MDtVrspG5Mbxnoji2AtQo8EryH64Ko8DF\nwzAKgCLrrC2wjmMzd4GxXQ0v9SBxUDQ8Y1yaFhaADDIHXWsYqIqsrKwUjoDw3ufzYevWrcjn8xLe\no8VPpVKYnJwUH52bxuPxSMVe1ktwOp1Fpct5oqVSKVgsFjmRGaJlsRVufIZJ+dxMv2Vn6ng8js7O\nTrhcLkkY4rPzJOH7nE4nbrvtNrk3Zo1ec801OHv2rGRrzszMCMnJsecYMoxG5EV3gsaShsRqtcLn\n8yGdTmNyclKiM6Ubn5Entl6nq7e0tCQIiW6TjtXH43FBKCMjI1JyDSiEe9va2qSKlfbDeQ/c+KV8\nCBGRfp+G+5xDogu32y2NXXh/9fX14j7xQKKSVSNbug2aZ+P3cBy0u0M0zfu+koDCVWEU+GDaIvJ3\nhO60uvTn6OdpoQgv/swJ46XhIi04P1u7ITw5SZQRvjKmTkaYqj+fzyc9IKmBIEHITcJ6BnV1dfB6\nvYjFYlJ7gRLq9fV1BINB+Hw+zMzMYG5uTtKkddt0TY4SJbBDFeE1EQTvJZlMYt++fSI82rJlC3p6\nehAMBov4FtMs1JG87bbbxOgkk0m8+c1vxtmzZ+FyuaT0GovBWq1WkS5XV1ejuroay8vLUh6OPBAl\nxy6XS8g2q9UqjXZZl5BSZ5ZNo+KP7pbFUshfIJIin2KzFapeU+dAPiSRSMhmSiaT2LVrl+g2WMma\nnEgpAQ1s5GHQcHJctQ8PbKBdzY9wTbO/xtzcnBCxfLbFxUVBU0Rldrsd1dXVomlwu91wOBwieirV\nHpBj0USkdm2u5LoqjIIe3FJIRqvPi7CJp5DOVwA2Tgp+Lj9TW0tNYmqry8+yWq0SCtM+JZEJsx4J\nbbkBWVVZh1c1cUWDEolEBNpTT8CUW4vFIkVjeWrzb1oqze/OZDJwuVwSWuMGqampkQ1rGAYWFhbk\n9YuLi5iampKsQK33YEWnN7zhDchmC/0xfu/3fg/PPPMMRkZGMDk5iXQ6jfr6ehkzIqeqqiqpwsRx\noNvCVnGNjY2oq6vD1NQUampqsLi4KKFVzin5DhpALnSuCx4QdBE1uUfXhe6VDiVyzvl61tsk78B1\nyLVCeM+oVKlvXkqG8974GVTElpWVSddtSrwZftYaAs4DDSURo2kWNCg0tEQOOjJHchxA0YF3JW4D\nr6vCKAAogjnkEvSm0gKQ6upq0SfoCdSRCh2u0gaBC4yDRfcEgJzu9HnJjhM2WiwWzM/P44UXXkB3\ndzdmZmawsLCAnp4e9Pf3izyVKdA0IA6HA7W1tZJJSa1AMpmUUF1tbS22bNmCiooKuN1uqfbsdDoF\nZXBR6upEPFFp0Hg6c/ysVqvkcrA+I09pp9P5qiasd9xxB774xS/i4YcfxtzcHLZt24bvfe97SCaT\nWFxcxMWLF0U7wTRlh8MhxofaA+YwWCwW0Zh4vV6srq4iEomI+IjjRCPAsCg3EMk0bgK6H+RVaBx1\nMhl1GJq45mZkC/va2loZR3JUvA9uLn1YcM3wfuhOlvr7nBeNVrLZrHTA1lWkyStpZaSOwuXzeSnG\nQ6PNIrS891LuQN8bD9Arva4ao6DRANGCtt7kBNhCjKo/WslSxKBRAl/Hk4STz9dpUqm9vR27d++W\nBc3PzGazcqJ///vfxx/8wR9I2m9FRQUWFhYEuVCoZBiGdFYeGRmRblIsdc5CoEzrjUajkpJst9ul\nmSoXN31MhgppFJmJya7VVE4y8uB2u1FeXo5QKIR9+/ZJARYmJxmGAafTid27d8Pj8eDTn/40MpkM\n9u3bh4MHD2JpaQmJREK+j41bWWaep7uG8XxNPp8XhWI0GpWcBZ0ApBV4nBtufj2PumYFDYfmjcjz\nEGERfXDjsl7muXPnEAgExBgmEomiLuJ8n16PwIYKUxsQ3mPp4UOXCYBwMhMTE6Jc5cHF6uScX46D\nPgTpVhANETHynohEOH46uU9HaDZ7XRVGQfuzerFzc/AUY9iOhKIu114K9fVn6hgyjQInhbF6q9WK\nG2+8UZq70ABoJMGFcOnSJTidTjQ1NUl6MbCRBsymMGtra2hpaUEymURtba0Yos7OTkxMTBSx9R6P\nR8JLmjRiGTYNr3UBEt7X0tKSEGrcZB0dHSJl3r59u3zH0tKSnCA8aVpaWnDgwAEMDQ2ht7cXO3fu\nxPHjx5FKpV4zq9Q0C+rCWCwmyk3mcHAj83nq6uqk4nU4HJZuUwDEfdK6fj6/ZuKJBqh1INnKwi9E\nR/xurhuSdiTubDYbGhoasHfvXjHkVHXqiBbXHA8GriEAYqSJUvSBRmTAk9w0TQkxc51VVlYKv8L7\n12sU2OiCxXHkvdFN1MiF6FBzSKUFX/7HEY3ABrHIn7kBeKIQOhEK0irqCStljvlZOuzGDUNLy5Ok\nubkZ58+fh9PpxPPPPy+To/kIsui5XA5///d/j4997GNYW1vDzp07RdZbVVUlefLNzc0YHx8X4RP9\nwVgshkgkIvUQA4GAPPvs7KyIb0geUeFIJp8+JRczFzBDktwMyWRSJOGJRALLy8tYWFjA9PQ0Ojo6\nUFVVhfX1Ql3CN7/5zTh8+DBeeOEFlJWV4dSpU0XEHyEryVYmdZFkpA9PI0uVIk9v8iIM75IkZsx/\nZWVFjBUXvg5FMgIBFNfY0KIfIhDeK10HCsEslkIvy+npaVl3vG/NJ9GAcP3w0v4/0aN2R/XmIz/j\ndrulsxfvm24qDTgNHo2aDr9zPPisOgKi0QB5D6JO0yyUt3M6nVLDYrPXVWMUdJhGn/j64dPptKjS\n+Dtg4wTn74FXRxpoZPRAa8MzNzcn4UNNcurJoQrP4XAgGo3C4XDgk5/8pPil/D4uQFZVokqwsrJS\n2PylpSV4vV4sLy8jHA5LJl5lZWURmWazFaoKk1SLxWJFslgdhvX7/cI9LC8vIxKJiIszNDQkbdSZ\nsUmZ9Z/+6Z/i2WefxcDAAA4cOICJiQkJF3IxEZb7/X6Ul5ejpaUFACSHYMuWLVhdXRXxEiMHdrtd\numcT0XEz6VAv54HftbS0JEIkRhlIiupSckR7DDPTvWFxXJZp56lumgVR2pEjR9Da2gqPx4OamhqU\nl5dLCTTCc518xzXDdafXkCYYubF5eDAMubCwAABCyPI7aFCISDkeNDAcK0ZbaOj43eRZtB6HB8Pi\n4iLi8bggy81eV41R0BZZE4yadSbrzsHQf9diEnIHAIoMjUYJPIX4fmCDSecC0vcDQCoVs/DqM888\nA4/HI5uHE8U6CmS38/m8bBYKZiorK+FwOBCLxWC1WlFbWyvEJu9vZWVFWH4uRtZa5OfT1SJS4rMw\nlAVA+IZYLIbh4WF0dHRIl6O3vvWtePzxxwGgqNFJJpOR0uk0jjyNSYxSAzEzMyMoQYvBCMWBDUEU\nczI0uuHzaR+dm0YnvJWKdbTPTGPAnymv1lwF59FutyMUCkmBHI47gCIIr5EKNzBPe+266giZdk0r\nKiqK5NM0ijpXhwaHhkbzW3xOHXWiAdUupka1HCe9Fv5HipeA4l6SQHEDTk6EFotw89NN0MRUaa0E\n7V7owdHxZIZ/GCbiAtVcBO+NWYVPPvkkvve97+HQoUOygVhUdm5uThYOrbjH40FnZyfcbjcMw8DQ\n0BAqKyuxZcsWrK2tSZoyn2lyclI+gxmVfr+/qPYAx87v9ws8Z1ou4/rZbBYtLS3I5XLSEIZw1m63\nIxAIIB6PY8eOHSIt1jUhtWGdnp5Ga2srlpaW0Ho526+npweTk5NF1Ye52EmQcSFzjDTvwLnRYWBu\n6nQ6LXCY88lalPxcnuDZbLaoonV1dTVyuZyQs3wOakeoMCTCKO3DwWd+rYOJ8F8fMLxHGm/WeEyl\nUnKvgUBAvoefrV1d/l+vXX4mURLRBdGMDreWSqKB4sZHm7muGqNQKl7iJuRm4GnIhwc2Ts/Sqr86\nesGftf9FuKeJIjLBLG5KVKEJUCIAhgrLy8tlE/E1hLZ0A2pra6XkF/slctHrhqemaUopNU70+vo6\nJicnsbi4iKWlJQSDQUEqlLKS57BYLNLUJZPJwOv1yind3NwMp9OJfL4gBvv5z3+OTCaD7u5uTE1N\n4dSpU9izZw+Gh4dl8edyOSl0ShLRYrEgEolgYmIC6XQaZ86ckeIr5H6Y9cnFTAUogKJQGcVW+kTj\n9wAQZMKFTsk5+QFtrICNHpPxeLwoxKxLoQOFg2BpaUk6QzU1NUmI1OVyFdVtJFwnd1V6oOjIl/49\nQ5JM92ZSGwAJV9NQ0NXiuOi1bRhGEamoDzWiJiJm3iNDmHw/RWVXUlPhqjEKhGHMMdCnE31fMt50\nFYgsNNwj3OTm5yBTSKJDPxq6aahI6M7TWFtpqu3a29vR2toqMe8PfOADaG9vl+/moievwI1WWVmJ\neDwuz0i9/9ramlR1InNM2FxRUVGUPszNRENnmqb0DGALOfrSDQ0NGBsbk+SqbDaLvXv3wmazYXp6\nGocPH8YnPvEJPP/884IeOCY88cjL0ICOjY1hYGAAVmuhCW9nZ6e0VeMJR5RFrQF1Ajz9NM+QyWRe\n5UvrE5SLm6FYrhUiBKCApCiP1tBel3HXzwUUEF9PTw+WlpZEAMaKVKXjwIMEgPysdQl6XZlmQRWa\nTqcln4EVlVh0hs/J9a4PPC2v1occSVAaLo10iWBIKmoB3hXvxSt+x2/oIqzjRia0Wl1dhdPpFD+c\nlpsEjA4Z8b0cdE0KcXBIaHFA6bfSr2Q1nHw+XwRnaYjsdjs6OzsxPT2N2dlZ1NTUoL+/H+FwWDYz\nk4UI17mofT4f5ubmpCM1IfXi4iIaGhpEtcYFxlNzdbXQaJRt6pkAxpg9BTG6UnQul5OSajU1NZid\nnQVQ2Dy7du2SDtQPPPAA/u7v/g7JZFKIPcqyddgWgCxgEo633XYbxsfHEQqFkMsVUq857nQJ5ufn\npV4DQ5Q8+WiAaQi1CpJGlM9GokzrGpjzwfl1OBxCstlshR4YFG1xbRH20yg2NTVhdnYWW7ZskeQ7\nGiUqHbUPTxeChwp/R4PBdchyeZRYk4/hiU6Dp2t5aKQMFJcQoLGl0eAByDni3+ia8Du1eGmztRqv\nGqRAGMnB4gKx2+2iFLRYNop4AK/uFM2NwVh/qXaBRoZadoYZtchF+3eEnryPvr4+3HTTTbh06RKC\nwSD6+vrg8/ngdDrh8XgwOjqKlpYW7NixQ0JRZNI7Oztx5swZGEahpHddXZ0w+jabTVwgnfWpRS4j\nIyPIZDKSycfFxdp+DB2yMpXNZpOOTnyu6upq/OVf/iXOnDmDo0ePore3F4888oiQknR16HoQbVBL\nQEP8xje+Efv27cOTTz4ptSDn5+clfZyFTcrKytDR0YHW1lY0NzcXqU513J3+Lo21Lm7DOSRXonkn\nDbsDgQC6u7vR3NwMj8cjtS7C4XAReUi4X1NTg9HRUbjdbtjtdkSjUWzbtk0k5qURAK4nzWnpdav5\nLTYjzmQykoUJoKgJDp+Z86vJbX4Ov1NzC3x+/ky0pVEVERTXsObDNnNtpkZjMwrdoepcO3Y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vSrmKXGqj6cGKfTiWeeeQYvvfQSRkZGcODAAdx8882wWq247bbbUF9fD7vdLiErq9WK66+/Xtqw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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f01c70c550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# step2.增强 通过求梯度幅值\n",
    "W1, H1 = new_gray.shape\n",
    "print(W1,H1)\n",
    "dx = np.zeros([W1-1, H1-1])\n",
    "dy = np.zeros([W1-1, H1-1])\n",
    "d = np.zeros([W1-1, H1-1])\n",
    "for i in range(W1-1):\n",
    "    for j in range(H1-1):   \n",
    "        dx[i,j] = new_gray[i, j+1] - new_gray[i, j]\n",
    "        dy[i,j] = new_gray[i+1, j] - new_gray[i, j]        \n",
    "        d[i, j] = np.sqrt(np.square(dx[i,j]) + np.square(dy[i,j]))   # 图像梯度幅值作为图像强度值\n",
    "         \n",
    "plt.imshow(d, cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "id": "Hi_ttLe8NvPy",
    "outputId": "ffba5112-f225-4800-fc4f-0e06a025dbf5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f01cc171d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KQdOeEUqQKqMrQ9zB4OCgec973hM5Dk6Em4K4lhrPDlVwBkjCIFlXzYORaI2o\nIBsVJvJVV10Vua5WqzlKxLa2Nvu8kZERMzAwYE2Lmk6BEwnJhfD/4HCAxNwXoVKpmK6uLi+LjZU8\nLiips7MzQjh4QJWWbUtCb2+vfQ+IACZVU1OTl43n3pfz8/M2FTsHLemqfJ6U/VGN23cPODNfdetQ\nf1GjEYWkrLpEFK1cvJywIUUUlF5JXaOTgmSrZRvk+zhXhNULqdRCHIhPuXf55Zfb/TiFIRGZLVu2\n2H1uRcBKx9n5oaEhq28g8lcE91kjOKHT0vfL7+Vj/vWvf905J98dp2DWoizBcSRxMuJZo/bs2aMS\nA56a/ZOf/KTFUzhjcb2BL5ck2qMlEcbzpDI1geK8sYgC/1jfR0kWU+ZSJIrmWcS+z++BHw85KLW1\ntZn3vve9hihaKTgESCgra0Tyqk6axr2npyeiU5CgBRX52iYnMn/G5OSkdwKDc+FRjknGhkj3VBwe\nHrYsOP+2szURavZ+bXX3rficKEi8ksAJAnw7ZmdnHQUuBwSV+drCA7VCqzwPy5bt05z+pGjL5kdj\nEoVQB8kgIZ6ZOYk8L/MvJkU8vlIdOnTIbN++PXh9R0eHDRTCZIFNPomnJUd4WAn4BIII0dbWZlfK\nffv2mYMHDxoiN8JvcnJSdWPu7++3hEC6LRPpbttEa8SBr84ymQuejX18L8ZNI0y4BtGhcf3yjW98\nw2lP6FppUuYAJSMXSbVnPPPMM3b/zjvvNERrnBhXwIb67Lvf/a6D21xJzuMjOBeB64Df4Ijj+kZ6\nSwpi21hEgZf5wgDyD/LJl5rFAaCZqDiicOCp4CCOaBmWL730Uu8KoEHIRAkOgVssfIgF8LHqPLw5\nLiyZEwG+Pzw87ExuTGTfRMUKC0LR19fncBwQobjcjusxEUPmvnMFcaZrziloi8tXv/pVQ0Tmvvvu\ns9WvrrnmGnseHJ2PQH3ve9+z+/XEQWi4BO6iqakpuLB5QvUbiyhog8iz7PpYV+nwhP8ySIZowzxY\nD5egRSeCPZMJP0KDA1u2b5JxhIKeQEuAKkFjXavVakT7L7Xss7Ozpqenx3R2dtpz6OOQ4xInSkki\nHH2gaeU1LoovDBpHEwfaJPQpMqWo9uMf/9juHzlyxBCRue666xytfqlUinBxIMqaqZf7JfjyMWhu\n9Vys5omF+L1oly9fKTUaUfCJDJiUcWwlL1IqPf1C98mKTz5u4s/+7M+8z0DtBolUkpBhInBZW0Mc\nzu4nSQv/g/hVAAAgAElEQVTG3yUnc09PT+RYX1+fSiTi3jExMeFc5xOj+LPB+UidAe8brfpVXIZp\nIjJPPPGE07eaz0SSmADJnX3/+983L730kiEic/DgQWvS5Z6gGvT19ZlKpWIJfIhjk2HSEv9TqZRz\nDX61/CFEa+UEsC9N+Q2vUwArLQcxSdIOWWw2Ts/gO8+Dmfr6+sxjjz1mz2miA4+K5CugZPX5N/Ds\nxh0dHV7vQSCtNL3x1Qo5HPGfT0CZqIVPIuzXajWzadMms23btmB/8QStk5OTEWIjszDJyQadikTa\nTZs2mf7+focTQJ/yb6lUKiaTyZhKpWKJxt/8zd8Yog1C5KtCDZyIwyGzhpCGaIM7gK5Gg1AquhDO\nhiIipWOSJBg+wqB9oyCUjUUU4mStUFYjziVonYV4c9mZIb8Fvv9Xf/VXhmiDVefmPnmPBF6INYQk\nmuMQJhWPD+ATExNNrvqYXCAwGjfCV2I5eaWegYsJEGk0XQAmSFtbmxMmjnMyZPqiiy6yRFa6sLe1\ntVmFqsYldHd3W+LyoQ99KIg7Gsix+MEPfuC0C/s8XqFarTqKY+25XEw8W5A5GGSxoZDFwkf41+Hc\nEAUi+jgR/QcR/Ygd89aLJKKHiOintJbq/dJ6OQUifQXXXFG16+SAwBYsay/IiSyz/nL44Ac/qA6e\n5v2IOgqawpBPJM5FYFWUiAqkBxvK06P5ypTXajXL4muafokscfEHmCDa+4aGhmxQU0jMGRoacr59\namrKEliuE5GERAJ3tJLw5je/OXIMxD+OY0SI9r59+5xxADeGPpKTDCnyQhxIEvd2yRlIUTYE0kEt\n5n3njChcRERbySUKar1IIpqitezOWSL6b0T0MyJqTkIUtFVb5miM66CzgVfimuyDWq1mhoaGHILB\n2y91D1gV8Z9nXT4b2LZtmxkdHXUI09jYmMMxyEks5d+JiQlnxQQRk8QOIoSmu/H5WFx55ZWGSE82\n8kpCmiVgJZV5GwCf+cxnbDIX2QeamKh9I3BUZmXCSs+JoebCzNsJh6RQ9iV5TnKt2rPZO8+d+EBE\no+QSBbXgC61xCQ+x675CRP97Uk5Bq6SEyRJXxQiDX2+hV9iH+T0+l2sMwNDQkFcUABLwSR3S0ksF\nKlb3crns5Qakww4mKhSU4BQ4UR0cHIxNLMtBKh6RDaq7u9tZMfv6+pz/fB+rFtc9yPBhjCv6X3Je\n5XLZSeXP28P/j46OmrvvvjvRt91///3mTW96k3pOWjgqlYqtSi0TsXKLF2+jnLg8ZkNzY5Yg8yJI\nzgF9xTlHX34OAeeVKKj1Iono/yKim9i5vyCiQ55nOmXjfKx7KOKPx7BjgKROQMuoywHiRZxbModq\nteq0BVmR8F9yNdrkRkRjvW7UfX19zqo0MzPjTGDurkzrk0pyHVj1MQF4+y699FKzY8cOZ9X0EafR\n0VGrRwDB8a30mzdvNjMzM2Z6ejpYDQnfGBoLnnMyn887Y3HLLbc4E0o+G+cvvfTSyDnZd+g3vF9b\nxfk7fPEz8HPQOAXu1RgCHweBMcZ+jJXud0MU1v+/WC9R8OkUeHARBh7nMNlAKGTn81z8cdyCdGnm\nDkT8uEw7Hkr04nsXBo0jO/a7u7vtQErChQxJ6AfNdwCKRxAGaTNH+rY4pCPaYJnB2fAJPjExobpC\n49pNmzap71lYWLBt40rSWq2WON0b0RrXwfNWSNyQwAnh3r17rciiWVhArPBsH37hmJygPKcCUTSm\nAfEPUkxoaWnxBl9J3UASwiHFNYXDajzxgcid2EQup9DR0WFZ5ST58+M60qeo5APC04ERbbC7kM9l\nUgvJcfD/clKBGAwPDzvERnPS0cQVTGKIHJjEaCPnIMrlclAJNTc35zhL8RJu8psGBwfN+Pi4dfOV\n7r4choeHTbVatd8KwtbZ2WndwH0+BvD45MQp5HcCsYor37jMDaUmCHJ/f79DnH34ARdjDV94mTy+\nEPlWdeRUjMv7KQmSb9HJZrMRhTcf6/OWjo2iREGtF0lE0+QqGp+lhIpGDYAMvvqK8ljIGUSzNmjv\n5FwKB6xyXNEGpyVfGi5N0eZTvoXMWJIgzM7Omt27d6uTkZdm48excg4NDdkVnbPLknWWNShbW1vt\nxMXkk8pMfp9v8g4PD6tEb3R01I43d4PmY8c5A+kTEgJwAbVazZTLZTM+Pl53XQxtjNCnwEUe+JZU\nryVTqOE59XjdAnh5O88158z68Fki+v+IaIWIniOi2ylQL5KI3kJrVodniOjyhETHaTzkrtDKJokC\nz1Pnm/A+ap8kMxM08T4zHwefJyN+0XbtWVzrLb/flwEYk5zHE2iTkvfZ6Oio1QNwRSifLHLiyIIz\n8l5fPINPzsWKFqc3AjGS4sbZWqRAlNBHGpcSStrLv1GKfiFlH/wPuHih+SNo5QU0nJbEA8/VspSv\n7zeW8xJXwvDMS5LtlKDlUtCUhHAZleGqGkWXhANstU82x2oJz8I4S4msAqVNFolc/f39VuHHdQ2Y\nHD4WnnMmuD9uleTv5v2exCmHX69VycazuS6FT1Den8AB+Q4kg5HHufjDRSe0ux7riwTt2yVRR6Zu\n3n/c8qCt4JwoYB/Rkpj0wEe+YPD2+BZPLv6sH2ssoqDlnCsUChaptXJlPK06MjqHSndDQcRTt2nK\nHUkU5CSUk41obeVIUn0Z9+JdvjwG0sIAhJBu0JpnYXt7e+wEGB8fd1yV5fU8OIqf02z+aIOP2HAO\nR4tv4Cu+nOycEMt9/EeZu4WFBWvy5P3a09Nj34GaEeBIJEcFrhGyutYnoe/j8OlPfzqCf5pYkEql\nTCqVcoKlxGQ2RFFvVg5yQeV4zQhPYxEFrcKuXMVDk86XnYYPCJFeBYpoTT5sbW21CrZqtWr+4i/+\nwnmeRhz4pMfKp3EqnJsITVb5vomJCRuVmSSDUgiQm1GDvr4+Z9JpRW95TkWNI0A/an4Z9Vgauru7\nHUIEQii5i5tuusnuQyTgCWNCuihp19dqOPg8IuEPIrm5iYkJMzQ0ZPH0s5/9bBAnzxX43PuJzqPz\n0u+CKOADfIPIJ1YcFIvFRJ3vS5GGzuXJPDDofX19ZtOmTaarq8tMT0+bWq1muQS56vDCLBw0MQSy\nurRuwPWWuwP75FZONMFZ1Go12055Pd7FCWVvb6+jCOzo6LArIf++Wq3mFKrhMDQ05FgcOAfBk5qE\nfEFwj0ZgUMSGSI/uxPM5txVHlBBsJY9LgiB9LGZnZ80NN9zgeH/KvpbPQHIgeD5yLiEOuD+PNl84\n1yzHlhqNKPCU3FqiSiKdKCDdGf5rVXc1Suoz8eD+gYEB881vfjNyXk4CtGnTpk128mAVlWxlXBg3\nuI6pqSmHVeSh1Fx+HBwcjCA73j0+Pm4GBga8ilFpwuLfx7NH82+QIlN/f786adPptDrhq9WqbT/n\nRHhbxsbG7PtBnDDxebQify+iJjVRKkQMuKVJFtHRuAwtg7cGO3bsMJ/73OecYzzDkvSHwTGfgpzr\nEjQdmEYcZDr49f3GIgo+EwwmSn9/v0oUfCY+rS4k19bGmYz6+vrMV77yFeeY9n65wmNi8edo98lc\nBNVq1RaaJVpzB65UKpar4IE38vnY92njtSrRRBsOQbIP5X+sfL4sSUNDQ2ZkZMSWmcdxnnsSxEUT\nt3iYOhfR+MRHTgMtn6RU2soAMy3yVY6/9GuJI+CAK664QvX4/NSnPhU5psUvJDE9Sm5I4jXPGia/\nV3DMjUUUZHIU+XE+0CY3CILsPO5BFldIlojMU089FbkGef2kfI/ir3Li4LpqtWqRd9euXc592Mek\n5pwBiII0BWpKPS2VmtSD8JWfP8MXgDU8PGz6+/vtissVfDMzMw4BQbJZ/EeuSvyv1WqRCYw07TwX\nw/j4uJ34Bw8eNAcOHIhMjt7eXpXYVioVp7IWf7/ELygVpWJP1rzkoPVTkgQ1AG6ORG0JX9Ga0Fwo\nl8v2eyCK8PQAnuc1FlHgH85TrIHq1+tsws2OMp8/IE6GRFUiPkH4f74yA6GRniufz0dY0J07d6r1\nBPEcTLbOzk7nXUDEarVqJynag/fy1VPTho+Ojpqenh5TrVYdltpn/dAQf8eOHYYoyjH5/Ax8ug8t\nJ4Fk89FPMzMzaso5iQ9DQ0OW4EgHNJ8jmxb6HpqI+G7UzuBsPQj5ddddZ3VR/L2azoAnb8V5zkXw\n74Z4IYskE0Wdlrh4IsTxxiIKvAM12aq3t1fVvvv8DHxOStrA+0SJz3/+887A4P2YvD42tlqtRlK6\n+wDX4Zk+EUCuUFqGZv6cEHC2PM6nQnNOkvtJU8bx7NbSG5E7UyGPAf9GaR3R2HveR1KnIRcc4JnG\naocKA0mTcKhobCizku+eOHHCR2ilvoxndmpYnQJn7fExfEL19vZGUm755EOAtPvyTq/HlXRwcNAh\nSL7EpkAYIDzazxVUSSZtX19fsAYk9vlqCXNjvRzV5OSkGR0ddZD9wIED5o477nAmWtJamOAa0D8+\n2/7Q0FCE49DqLaL/QTC6urpUwomye9qkicuZwatKSWJy3333Oe3A/o033hh5DsQcH0Bc8EU8cnyU\n3BH/Bt/93PmJH2f431hEQUaWyYnukyHjIKTV9bmO+iaPpmmPW2l5zDvnJHBMk0e7urqChVsxQSTL\njdVbmxyXX365ueGGG8xll11mxYAQJNG0czMcB+lPIGFqasrxwHzNa15j99E23i/chwTHuFuxdBBD\nCjxtsdAWAsjkMkNX0m++9dZb7f6Xv/xl55z0lak3poGLNzLnB56Z5BvXobGIgvRGlAOqKfdktJk8\n5+tomeEXShofxxFy+hkcHIyVy3nMAFbOpCw3VmipJ2hvb7fmxpGRETM0NKQ6V73mNa8x1113nXNs\n+/btZteuXYlNbCGYn593ak5IOHTokLntttvsf19uBqINojc9PW127typFpDFeCGNOR833wTBROfh\n8nLiaIsBPCUBBw4c8BLCOOA6BRAKKBml5SPkuZgkU5i8JpVKYb+xiIJvUDmlHBkZ8ZrF+MBrg9zU\n1GSamppiK1PLY5rsLhWO/D9nbfm9PkcdTBJeng3ncAyTvd4AIDg+XX755Q47OjY2ZgnZjh07IkTD\nB5dddpk5fPiw4zw0Pz9vS9Vde+21Zu/evZG8ga997WsN0caKismPgipcLgeHIPsYHogYIzmOcvw5\n8GzbEjd8z+OEjIdf1zsGPpdl3tYQ9yA5vjrqRkbaQI1IFJSPcKCvr8/Lrocq7xaLRZUYJEmMKUE6\nA4VWPiKyATI8LFjqFSAWlUolZ7DHx8edfP5AbuncwxEI57Zu3RpUgkm49tpr7YQEIs7OzprBwUGz\nefNmVcy57bbbzN13323uv/9+W05NwhVXXGGJCJfPkfSEA3w3uF4k5MYuA9rixlMWBvJZHlDfQcvO\nlNR/QQNueuSEibcbhJx/e5zOLJQNSpg7G5co+EBT7vkUYHGKRN6RslMx+TTfdQ20Wg0QOXp6ehzb\nOdGGj7wPYYvFopW5tcAmLQsTJ5aaWMB9I7S+k0oyPiHm5ubMnj17zNzcnM1SFBKZkuh+ELewe/du\nR8eBlO48szNMh3wSa+PrG+/29nbT1dXlmLglvOENbzB33XVXYhxE/4BYSl0CF4elOVLWNPUtgiAc\nHDc4gfDdB4Wmcq6xiIKkbtrH1hv6CiemkMwZslNL5yVo6rnsK+/REpPyVGIcfNF1/F55DOKTT6t/\n8cUXm4mJCcuNzM7O2hRkPJHK/v37zbZt2yKcD+dMONJz4DoWrY1AZkmwv/CFLzj/5Ursy+8Y4gA0\nQlAoFKz+QIpgEt75zneaN7zhDZHjvsVGqxL1iU98wvkf53bMvwsVpX3X+xS2PH2gBK6zIGrgKMm4\nwSdyiULoWqwIWvgrj3zDeV9UI+oBEEV9EvjEQEp3vuJx6q5Fd/b399trOPX3+R9wj7/+/v5IkNLo\n6Ki56KKLLIfR0dERyUcItpw73chJD65HaweIirRe1JttiIisHsJHGLV0eiCsfLxkHkKfWMCJ8oMP\nPmj+4A/+wDkPziOUJEUS/Pe85z2JvxfvkHiIb5TP5t8u4zK0fV9FKTFPGo8oAJi21BBtUEsui/MV\nIpSpmZeqD4WY8mcUCgVnJZ6cnFQptjRRjo2NOaIERzBMPun6y4G7Ekvk5KsoJjd0Fb74j+3bt5uZ\nmRlz6aWXOuLG3Nycue666yxXwB2J5CSdnJw04+Pjat3IpBYUZDM+ePCgufzyyx2t/sDAgCX2mUzG\nFIvFiHmaj08+n1c5CkmQQn4Vb3vb2+x+a2trrDv97t27VQvLG9/4RruPSZnNZu34lkqlSPUyX1pA\nrswEdwuLVb0Zv2XfNbT1IfRhg4ODpqury4uIclXhcpVWm1LKXXGa4DhWn2f9iVPw8W/wETQfImjO\nSUmqU09OTpqpqamI/oN/rxQl2trabKyD9g4QTs5tSK7r0UcfVdvT2dmpTm4QQ57vsJ6J4SMmRGv1\nHpJOrB07dni5thDIwj7SLTmu5ADvA1ynXSv1EkTRxQ4Wt3NOFEgvG/d2IvoVEX1/HX6fnXvFZeM0\n6OvrU3UKmnmJdwr2+QqDYJKk1aGAHNxZaGZmJnHcANEGtzM4OBiZDJLgACnk6geC0NbWZp8nEVe6\nQ0M5WG87Nc/LoaEh55vHxsa8z/7MZz7j/JdyO75Zq0uRyWRMqVRyrEb4la7IfDL4CPrDDz+c6NsP\nHjzorSzN++OP//iPHZzji44kinyC+0ReyYWUy+WIzigu34IvLUBLS8t5IQpa2bi3E9EDyrVnXTaO\nf5ivIm9S64O8N5TIFfu+legf//EfDdGGTgFmwCSOP5gwocKyGgeClYF/GyeIHNEWFhYiugOs6iAi\n4ACkbkNOIrRzdHTU6Ws+8SU3oSkiYbVB/oM//MM/NERrrHp/f78ZGhqyxEeOH1K6awQ7brykPuEt\nb3mLc54TtPn5eXPJJZcEHa/k93/qU58y73vf+1TcQpUx+T3QeaDIcdy7ADLtoORspd6AtyOw2J3X\nFO9vJ50ovKK6D5oWliOClhockyjU4UiEyTW9vuu1tFza++My+ezcudMMDQ1F9A5cfh8fH1dDcWUF\nZt83E61pw7UoQiLXh8KXDAUTBMdGRkaca7VahRp3cPHFF5vXv/715p577omcQ2k5TZdSKpUi7sv4\ntkql4oQD830JnFD+0R/9UeLJF8I99AcRmccff1zFFQ1XZRtD5Qa496KW/5KLwKFAKo0QKL47550o\n/BsR/YDWxIv29eNnXTbOFwfOBztOruedEVI08dBsOaDyeAhmZ2e9LqkaJyEnhc/ECoKA1WJ+ft6r\np9izZ4+twqSt2jJmQ/u2OK6HKxkHBwfN5OSkTYAa+vYbbrghcq5arTpeqdls1tvfWup9TUTgxz7w\ngQ/Y/YmJiUS5Dng2JJ8F5f3vf38Ex9BGTTHqI148VRrRhv9IKL+HfDbeDZGijryP55Uo9BBRMxE1\nEdG7iejj9RIFjVPQ5CZf6m9AoVBwOk86JWlZm3EfJxxAcE3U4HkVJAt+5ZVX2pVWTlxMel/komaq\nlNDf32/GxsYc5D58+LA16QGpOHFCn0mikzTSkQO4Dc7OagTqXe96l93fu3ev9czTLEYgAhgfHtbM\nM3j7wp81kGw9EZkjR444/2u1mu3Hnp4eOy5aDA0Xnz784Q/bfV9lJxAwrrCGLM8nrWYm93GmkhiA\n2427Vlrv2LnzRxR85+gViA+hApp8EsmJBATi9/PnwJGFl9GSyIVCr1yLi0g7rR3Q4MtVCBNBmu+k\nqKE50mjVjuLCrGdnZyPORliFZYwI+k0i4NjYmOUktKpLaOvMzExihaXmwozncwLgSytGpK/Y/Fi5\nXLbfdO211xqiDcIl23nRRRepJlUsMj7ugBMD4IUsK0AUcSW2+gPpRIRiMHz8sF+tVk1bW5v9JklQ\nJAHCPhcvOP4iFcHvspZkH9t/ExH99fr+WZeN0ygwBgvaerny+TSylUrFQX7NTAV7OD/O2wCllfQX\ngGlPvlMiIiYaZ7GBhDKoRhaFJdJ97EF05ubmzMLCgl3NcC30EyBCITEIE6hYLJquri4bdSivg0mS\nr5xYgTl3QORWfCbaEP1kYVh+TO6jP3At2gmvUC193aFDh5z7JdHl8QTSJMuJIJSob3vb28yHPvQh\n+170DUQdzcTtA+5VmGTh8wG4YG7WJAqnBlDgvJaN+xQR/ZDWdApfJJdInFXZON5hoZgFueryar8+\nhaMmc2niAuQ9UFo8G6vuU089ZS655BJHHNi9e7cZHBx09B3IoTA6Omra29tVtt23OnENucYpjI6O\nmpmZGYvcMkgM+3yCz8/PB7mXUE1GHxG89957nf9IyhKCYrFo3Y/jqk1Jiw36EGPBfT205CZcQQpr\njBa8Njk56fTfO9/5zmC78vm8tyAsxyU+vnHmRFzry7zNazdw/PbNEy5Oi7Y2nvMS/wg5uYEk0iyJ\njuHxBTIBBXLg+WQyICq023xw8QwptszNzQV1ArVazbS1tUWUcRyZfb7+PpiamrLfPzAwYDkDTGpf\nWDmRW69AWjyq1aqpVquOzob3M7ge6DEkHDp0yEkmo+VglP1ZqVS8ZeM06Ovri3BYoQQ3CMv2ASYg\niDDCu+OA66lkcJK2IPkci7Sx0PxetInPk7WEOBZlMWwsoiCpqZy8QAC5esZlT9LK0eH5/LiW6Vcj\nIE8//bQh0s2jPAPPzMxMZNKH/Orlt23bti0S2Tg9PW2GhoYixVVCz4RY4zNbym8fGxuz3yafDTZ8\nYWHBIrBcWXt7e013d7cjAhBFuREkuC0UCk45d5lqj8ivMOXP5H2lRa1yAKEGYfClgYNHoIZnvsVF\nHkun0/YZyAnBx4L3kcYpgGuFDkYrTKvdI79jfb+xiEJc52oOQOgsnz88B5/ZxqegxCqA58v7Qtlx\nkkB/f7/p7u52JjgnCjy6UYN6ys/xZ3d0dHjTucOxCNzMyMiIGRsbs1wDJt78/LzZvHmzJYJaZiqt\nCjN0HJgIPhECBIJHdcaJG7KvxsbGrEm0q6vLDAwMqD4X5xJCCVU4cHEMfaLpy1A5CpO63hgIBRqT\nKEgqF8dWoqN40Vh0tJzMUpbVzJT8ueVyWSVQH/3oR2MHAElANVu+JHBTU1NmYGAgUQIPJFLxTWwO\nWEmx4kvEk1WNEZAknzMxMeGILhKw8lUqlWDBnDiA+DM9PW3GxsacCs4YS559Kc7EWm8SWwAvDxCX\n60Cej6vfENdOmW3ad4wDTw8gLW2iTY1HFLhWFx/PkbSnp8cMDg46iIcP5uXbYWLkHQP7sLRsaB2s\nHS+VSrazP/nJT9rjvvgHtH9wcNBhCyEXh+R/wOjoqCqmSB8LjqREYcVh6HtBFDRCmCQLNQeNc0O7\n0PeDg4OOmVnGVvAIUK6glISLTyqY+Xj/Tk5O2n6HCVcSLygjNbY8VEK+3kSsnPtJ0rdch+FzZtKC\n+Twm9cYiCpzlgvmGD5DGLsMc45vgmvOHb5CBrDJWX1s5NZfXeiYHkasJLxaLEaXl6OioVxtNFGYl\nuUIOokAo+Sz6RjoXgd3GvTxvYRIAkW5vbw+2V6uJWSqVTHt7u20Lfn16GRATLd4kLsRbFo1Ff/Di\nK6HsyRK/OPiySkvgeFavAjr0vIbPp8A/QHawb/WTExkDGPJB8HED0lbv0xh//vOfN+Vy2Rv/wEUG\nIAVWM3AOWom39vZ2Z/LyCQAk504q2irV3t7urJyc5efuzNPT02Zubs5ZpUL2bpggIafv2LHDmXj4\nHk1UwKTgtSB8Lt4+EUr7Vl46DQBRJpRglSeeJXJTzEt8yWaz1rIFcQKOQUn8A3j7fKn1tUI1GEvg\nPpSxPrNuEkUoNSJR4AOCDopTMGkgKTMfYN5pIdZPpn/nz/3a174WmXBEG8SAl2EHDAwMmJ6eHmcS\njo6ORsSAeuoS8mdjksC82NnZaWq1mn2fL05BTjqNM+LRhlA2XnXVVZYo8DoVSeR4cEkaYZD6Fk7g\n+fjJwrgagfbpMlDIBdwZwqWTpH0L1SIF+J7DM15p48GtDEnGXeoc+O//MkSBO2loIGsucgg5LfGs\nOHKg+THJtmE14CygNphvetObIsfwLKygYGvjrAbz8/OOIxQ05/K6OMRpbW11zItnC0j/Ls2T3ATI\nxRwQylKpZDo6OhwCzQOzpE8JUbIFgBPRetK/aQCihIrWwCMNl3xKRzkO4OQ87Lvz/RpR9F0vxSgf\nxCg6ExGFJmqg7fnnnycioqamtWYXCgXKZrNERLS6ukpERM3NzfYYttXVVWppaaGlpSVqbm6mlpYW\nyuVyRESUSqWIiCibzdLRo0eJiGh+ft6+Z2VlhVKpFJ0+fZqIiF5++eVIu/As/BKRfdYLL7xAExMT\n9KMf/ci55+qrr1a/8emnn7ZtqtVq9Jvf/Iaam5spk8lQPp+nYrFIlUrFHsPW09NDXV1d9v/LL79M\nzz77LKXTaef511xzDR04cCDy3mq1SkREd911l3P88ccfJyKiX//6187xpaUlIiKampqiZ5991h4/\ndeoUZbNZOn78OC0tLdGZM2eIiGh0dJR+8pOf0NjYGPX19dHKygoVCgVaXl6mQqFARGtjh61UKkXa\nmM/n6fjx40S01tcnT56kfD4fuW52djZyDFt7e7vdR9+8+OKL9tjq6iqtrq5SOp227cF1p0+ftsfw\ni37AtrKyQkREJ06cUN+P7zp27JjFKXl/JpOhlpYWeyyTydjnac8tlUrU1tZm24g2y7FPvL3aXAI4\nBc4K8dWDy5hgTbm8qIXXcuoNO69MmsnfAeqKQB64zWoJMMEBcAuEBtCBcEcacA07d+40s7OzjqZd\n4wakE06xWHT6g4s4fAVFuzm7ytl+nlgEJdOIXI6H51HU8kCGfCiS2NO1NGNSn6DFGPhEQ8DMzIwj\ngnV0dFh3db4K33vvvXY8QolWOOeKnAa87qmvHT5AP6ICuNZf0jemnipocArzvL+xxAdf+DNnl0Lp\nz9ZJI/cAACAASURBVHzpqJJ0JFHUGuBDZE37/dhjjzn3dnd3R8rJ+94F0FymZWKUtra2iCZdOgJx\nz8B60sX5AERQqxItr4Woks/ngz4XMtBN+odA9JDjWigUTD6fV2sqcuDEkAPHCx67oRV9CUG9WZQ0\n4OPow0lf9ikumsSJkUKv0lhEgbuTJrX9ylBbrpDiiMPNSqgFId/BOy+ULbijo8Oe//SnP22IyHzw\ngx+01yQxJ0E+95kc0TboITAB4xDRp3HHiuhTAvqCgEqlUuSZCJBCTUXY3WX5O+5shHv5fj2TqlQq\nxWYzkoB2hVLhAa699lo16EsqObkij39LvQ5L9dYvAafjqx8CSJBspbF0CpA9iYiWl5eJiByZubOz\nM3j/yZMnrTwGWbalpYXS6TQZY6ilpYWam5vp1KlTtLS0ZN+B7be//S0Rrcnm0FnIrVAo0MmTJ+no\n0aNULBbpxhtvpMcff9w+K51O09GjR2l4eJiIyMp5RER9fX32GyCfl8tle75Wq0W+H3qIn//850S0\noUspl8v2Xi47GmOoWCza5/T29tpriIj+/d//Xf2uhx9+mObm5oiIaHJy0h4/fvx4RC4tlUqUTqet\nbP7SSy8REVk9DpfPidZkZ22fj3doK5fL1NzcbHUo+D5NHucb2vOb3/wmcm5gYMD5n8lk6Mc//jER\nrekqoC9YXl6mlZUVSqfTFmdyuRwtLy/TsWPHKJvNOtcTkRd3+Ab9F39/Npt18J1oY9yWl5dpcXGR\njh8/TseOHbM6GFwPvcrq6irlcjmqVCqxbQhurzaXIDkFIt2EGALpX6CtKklXpqQsd9KUbZDvIB7A\nD4GvYFNTU2Z4eFhdrSSMjIzYe/HNmUzGMY/K/ApEbr6HK6+80srRt956q3VSkoVhOzs7Ve7j6quv\ntkFEIyMjavIVzZKA8dSS3MT1KZ4HHRJ/voYnXIQAZya9FZH/AQlmeRvOxl05Djo6OqzuqFqtWs6D\n63V8gU4h3xpYTODiHOBWG0t84MAHJC4eQPODl3kVoLiRhTm0EOmzATmZgABEa6x/T0+PY9IbHh42\ng4ODltVGhSkgpa9o6vDwsCOLco8/mb+S11XYunWrGsB1xRVXOBGCWnJXiBxceTU7O2udhKTiE/99\nKc8BnGAhnkFz35aLRWicfObeeitFo98hakoc0bJ3ATgLz53F2traYt3PZUSvVJBrgAXPZ54VxLnx\niILmEoqBjnOKATIVi8VIIJMv6y5/r3xOPXDkyBHz0EMPOSGxsjy9r/3FYjGS81Bqj32ek9Vq1ZEx\nObcwODiYOBAJBVuq1Wrk3Ty6st5+CfkdaKXjQ0lcQTB83Eacc5YPZPk4XsqPB9nxtmpZqrQyd9wK\nguulophngMYzfAmHpC6M94WMAfL0ZWMRBZnTnndwEmWRViuBT7yQKCLNoL4qPkm9K2WwDUQHLRiG\naIPVhQkSeSX5yocUY5jozc3NkYkBbmR6etpZ9fv6+rxtf/vb3273Q0osFGfhiCYTkyQRvXgiHT7G\nGDeN9fW1HdeeDSEHgCjADI3+5fkXZZCeDziOJfFM5bkSkjwfIBMRhbgnsQA2FlHgSMP/hzwAZWeA\nkkoKKatBcRs5akKAVQwlE30lALldW/VDCVD4CuirQ0gU9Tjkcj4nUloZN6xe4G7iJvfBgwetp+O5\nAC42aOJiUv0NQCanqVQq3gn37ne/2/uckDZfO8eJl1ZmT7rF+8RXLUmKL9hKwwu042wzL8WqSlOp\n1FAqlfp6KpX6cSqV+pdUKnXf+vFqKpV6MpVK/ev6bzu756FUKvXTVCr1TCqVujTuHXxbXl52NN4h\nLbXUQC8tLVE6nbZeX9BALy4u2nOZTIYWFxdpcXGRWlpaKJVK0erqKhljaGlpiZaWlqxWGc/E9p73\nvIeIiB544AF64IEH1Dbdeuut9rq+vj57/IknniCiDQ/K0dFR+w6fxjqfz1sPSu4tmcvlKJ1OW+85\nXMu3pqYmGh0dpdHRUXruuefs8W9/+9uR9/zHf/wHEW1os3/605+q7cH2hS98gR5//HG64YYbaM+e\nPbSwsBC5Zvv27bRjxw7av38/7du3L/i8xcVFLA60urpqtedcq060ZvlobW31PufKK6+kq6++2vYx\ntqNHj1orAhE5Hq/wkNQ2aSXAlk6nnXOwHPBjHG+5RQhbpVKx1jHuPUm04RXZ3NxMTU1NdObMGefZ\n3NuRaM2LlFsucO3q6ipls9n6PRsTrOJ9RLR1fb9MRP+T1srDPUpEb14//mYi+qP1/bpLx5GggPUo\nGolRSs4q8XoC3MlD81X3VabieRmI1uz5vPy4pty5/vrrzac+9SnnmJZ4hANs/hJA8bWVEtrmSqXi\nLZLT2dnpyLAf+chH7P7dd99tiDZYbyjjeCSffC7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JNlZGH+sNEx8fr1Kp5M2VENc/AC42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BJMk1EuEtc3cbs3f4cNpVmGVYfVMGLACYsNd8GGi+jKlrSUWIlvfetb5ph2atLJ2MySxWJRd3R0\n6K6uLuPivhQ9AK+8PS4FchC3uQQrRe0TBWI3ualSYueRP4HUjstnhbHMNLklrLdtsQAVvYC08ZOO\ng5yObETjwIED+pOf/KQGKiIJV0pyk6MrEjAWi/mCiPjioolJnAKPXeAL3KX15gswWU09Z+sr4uhs\n+gGulAxz9qH22LwDbfOBP0+alm3jRsFYrjbaKm0qroVeLBZDQXSp/ynrFf+NzzGZ4l7qn+Tc4m3n\nc4MD4cj5yt5XWxiNsiSTSczPz2Nubg7T09NEPHxxA2NjYzh58iSUUshkMkin0+Za/qyFhQWPjzr5\nhmcyGTQ2Nhr/9lQqZWIiTp8+jaamJmQyGR8U+GuvvYbDhw973kPxDvF4HDt27MBrr71mfiMshHQ6\nbWLuu7q68PLLL5trCOYdOIP9EIvFkM1mzbeXy2WUy2UkEgnzzRyLkHz+T5w4AcALm86PKRZB4kBI\nrITFxUXE43ETO5BKpcx7tdae8eBjRN9D76T+JmyDTCYDrTXK5bJ5BvUR4T/IEo/HPW0YGxuzxk1w\nzAYeZ5BMJhGPxz1xGLa4gtHRUTQ3N5tYHI7fCVT69siRIyiVSh4cx66uLvT09JhrgEocztTUlCem\ngfqmo6MDR48eNdcCZ7A8ZZF4mmNjY85rZduixoyYstxcQhCnwCtR7xUrVlhxE9PptMf3nLuTyp1B\niiKc4nKqzk1xYXXXrl2+tPZANFwGWbnYlM1mzS4Qi8U8kYm2XZzvOmcrp0q4fP4b+WsQF0e7N+Wv\npOuIzSfvPj4O3BuS7qGYBLL7u77NpX8IUK6Zyp9L383nxo9+9CPfzuuqYcrC/v5+feGFF1r1UZzL\nIG7SlRYAcGN6Upv5fObfXSqVatsk2dTUFDgZqOFBphqyIthCp8ls1dbWFjm/g1QaUQAPTeoPfOAD\nxvln69atur+/3yP73XbbbWbgV69e7fv2/fv3GyvF8PCwL0WYa7FywsAnAL82LJWYrS+JqHL3XJvi\nLCg3Q1D/2Z5DxISbVLl3Ig+flwSKP58Iu8UMZ/XK5FaPZDKp8/m8fuSRRzQAj1ctBb61tLR4CDT1\njZxLMpM0jT9ZloISD69fvz7Q8mCL0eGEn39LZ2enbUOqLaIgB1nuKoCXIkbJfSirzUOMFHHS550q\nTRBbVBxwxoy4efNm53tdmamjVInBGGTCowlLOxFHsqL7+Hdy/YxMA+8CKLHtwjKOgUdE2uR3Ijrk\nW8Cv4ZxAmJsyj2Dk3yktNbz/bM+L4iIuOQcKbgpKTrNU13mbSTqISLiIMicOwgpVe0SBKmeTo7il\nRqmkoW1qavLkV2xvb/d0rtzdbJMrbAeUYsRNN92k9+zZ4yFkO3bssIob0nOQ29QlwErQxAhTrEol\nqAwNlj4inN2WCkj5P72bxAcOz0aikeRCqB30XrqHiAwhFkW1ckiINFfQFUeDAs4gMhER4PkjbUrN\nMKWlfO8nPvGJs57Dcl5yVGn5u4Mbrk2iwLXl/H9OEPbu3RsIfS3vpU4qFosepCKyc6dSKU9MhA3e\nzRYnb5PZBwcHjVlp165deteuXZ7dmWTMyy+/3DqQLmwA2zfRouLONXx3csHUuSaQa1cP0mMERQBK\nfAG6RmIc8LZI0YjcoTlxsfkryGMZTizxPwktSs43rlewVbkx2YgUWTzONgM4WTy2bt1qRErO1YX5\nb/C50NzczMeg9ohCkAmQL8LLL7/cmt8wSvQbJwq2KpViNlx/6U4qFyNQccMmbkCKFjZzFtdV2NhO\nm/hCk4FYRMrQHCUOgBNVaeeOxWKGWyOiwJWKfJHZzJZcFKP7XZxLEI6iq8ocjDZQWRckfBRRIWhe\n2BYiecOei3wTQLBy2iXG0rzhY2nx7aktosA7OQjAlXwAgpw5CIPRNokkyIVrArhi0znbRhSd27KD\nnn3FFVf4zhHBoIXU2NioC4VCaOhxNps1ikJK2U4abEn4uBs24I7oDKvEanP/g2Qy6dv5JeHgE/ps\n3mvDXgiyrCzFaYnfExVAxTYW/DvPFXHgimfSw/B5SMe5XE7n83mnAp2JgrVFFIIG2ZYs02aFkINq\n84IMM3nJyt/Ld2A677KGEFHasmWL8VqUdcOGDXpkZCR04kmrA/+mbDar29vbDVsbxbJiM+lS/4XF\nILiqLU6Ff7/NG5LGg4s5PD6BguFoMRAXFLRApbNQmOmQRzPSuZ/+9KfmmPpVgsqQaBQEUiuDlN5J\ntYkiNkgAm3djzRKFsCobu2LFCqMsi5Ih2WZeDGJrbYTDFm8gv62hoSHQ7XTfvn0a8CIH82e6EIPl\nQpBmr+bmZl+8Axdb+vv7PVmPZLsoOElCuEsXYxtkedBkDeN4yHIQRHSiEHHiYlxihJwDpKNIpVIe\nLEa6/qGHHjLXNjU1BYplYa7e3HJhw9KQlXu2RvHO5XMhZC3UPlGwsYG0qACvzTeINVVKebTaXPkk\ndzhJ2anDXeYlrgDiC279+vU+1CWqLv92WkS0K9C3RXHY4VXqW0hGDXOkisfjvknoAiiRk1T2o203\n5y7a/F65mHh7pYJQJm/NZrMeByj53XJeSCW0q28fe+yxwL7iNaq44Io1sVU+D235KDmYDrUxgnUu\nElFQ1UW5rKU6oeqlXurl3S1/0FqvD7vInhDwv78cBzBV/Xu+lTacn+0Czt+2na/t6oty0XuCUwAA\npdTvo1CxWivna7uA87dt52u7opb3bJRkvdRLvSxPqROFeqmXevGU9xJRuG+5P+BdKudru4Dzt23n\na7silfeMTqFe6qVe3hvlvcQp1Eu91Mt7oCw7UVBKfVgpdVgp9ZpS6tbl/p6lFqXUA0qpY0qpl9m5\nVqXUU0qpv1X/Fthvt1XbelgptXN5vjq8KKV6lVLPKKX+Uyn1ilLq5ur5mm6bUiqjlHpRKfWnarvu\nrJ6v6Xad07LMnoxxVFLWDwBIAfgTgDXL7WG5xDZsBfBBAC+zc18HcGv1+FYAd1eP11TbmAbwvmrb\n48vdBke7ugB8sHrcBODV6vfXdNsAKAC56nESwAsANtZ6u85lXW5O4WIAr2mtX9dazwH4NwAjy/xN\nSypa6+cAjIrTIwAeqh4/BGA3O/9vWutZrfV/AXgNlT54zxWt9RGt9R+rxxMA/gKgGzXeNl0phGSa\nrFaNGm/XuSzLTRS6Afyd/f9W9Vytlw6t9ZHq8VEAHdXjmmyvUqofwP9AZVet+bYppeJKqUMAjgF4\nSmt9XrTrXJXlJgrnfdEVHrRmTTxKqRyARwF8QWs9zn+r1bZprRe11msB9AC4WCk1JH6vyXadq7Lc\nROEfAHrZ/z3Vc7Ve/qmU6gKA6t9j1fM11V6lVBIVgvADrfVPq6fPi7YBgNZ6DMAzAD6M86hd77Qs\nN1H4dwDvV0q9TymVArAPwM+X+ZvORfk5gOurx9cD+Bk7v08plVZKvQ/A+wG8uAzfF1pUJUPLvwL4\ni9b6W+ynmm6bUqqklMpXjxsAXALgr6jxdp3TstyaTgAfQUWz/f8A3L7c33MW3/8jAEcAzKMib94E\noAjg1wD+BuBpAK3s+turbT0MYNdyf39Au7agwkL/GcChav1IrbcNwDCA/6i262UAd1TP13S7zmWt\nezTWS73Ui6cst/hQL/VSL++xUicK9VIv9eIpdaJQL/VSL55SJwr1Ui/14il1olAv9VIvnlInCvVS\nL/XiKXWiUC/1Ui+eUicK9VIv9eIp/x+9J79MEnwsRgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f01cbb1208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# setp3.非极大值抑制 NMS\n",
    "W2, H2 = d.shape\n",
    "NMS = np.copy(d)\n",
    "NMS[0,:] = NMS[W2-1,:] = NMS[:,0] = NMS[:, H2-1] = 0\n",
    "for i in range(1, W2-1):\n",
    "    for j in range(1, H2-1):\n",
    "        \n",
    "        if d[i, j] == 0:\n",
    "            NMS[i, j] = 0\n",
    "        else:\n",
    "            gradX = dx[i, j]\n",
    "            gradY = dy[i, j]\n",
    "            gradTemp = d[i, j]\n",
    "            \n",
    "            # 如果Y方向幅度值较大\n",
    "            if np.abs(gradY) > np.abs(gradX):\n",
    "                weight = np.abs(gradX) / np.abs(gradY)\n",
    "                grad2 = d[i-1, j]\n",
    "                grad4 = d[i+1, j]\n",
    "                # 如果x,y方向梯度符号相同\n",
    "                if gradX * gradY > 0:\n",
    "                    grad1 = d[i-1, j-1]\n",
    "                    grad3 = d[i+1, j+1]\n",
    "                # 如果x,y方向梯度符号相反\n",
    "                else:\n",
    "                    grad1 = d[i-1, j+1]\n",
    "                    grad3 = d[i+1, j-1]\n",
    "                    \n",
    "            # 如果X方向幅度值较大\n",
    "            else:\n",
    "                weight = np.abs(gradY) / np.abs(gradX)\n",
    "                grad2 = d[i, j-1]\n",
    "                grad4 = d[i, j+1]\n",
    "                # 如果x,y方向梯度符号相同\n",
    "                if gradX * gradY > 0:\n",
    "                    grad1 = d[i+1, j-1]\n",
    "                    grad3 = d[i-1, j+1]\n",
    "                # 如果x,y方向梯度符号相反\n",
    "                else:\n",
    "                    grad1 = d[i-1, j-1]\n",
    "                    grad3 = d[i+1, j+1]\n",
    "        \n",
    "            gradTemp1 = weight * grad1 + (1-weight) * grad2\n",
    "            gradTemp2 = weight * grad3 + (1-weight) * grad4\n",
    "            if gradTemp >= gradTemp1 and gradTemp >= gradTemp2:\n",
    "                NMS[i, j] = gradTemp\n",
    "            else:\n",
    "                NMS[i, j] = 0\n",
    "        \n",
    "plt.imshow(NMS, cmap = \"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "id": "7_BsOV7xlvcu",
    "outputId": "b55edbdb-6b69-45c9-b088-81fc8f358df7"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f01d5bacc0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ioCjKDioKiqLsoKKgKMoOKgqKouygoqAoyg7/D/S9mBFBsb+3AAAAAElFTkSu\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f01bfc21d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# step4. 双阈值算法检测、连接边缘\n",
    "W3, H3 = NMS.shape\n",
    "DT = np.zeros([W3, H3])               \n",
    "# 定义高低阈值\n",
    "TL = 0.2 * np.max(NMS)\n",
    "TH = 0.3 * np.max(NMS)\n",
    "for i in range(1, W3-1):\n",
    "    for j in range(1, H3-1):\n",
    "        if (NMS[i, j] < TL):\n",
    "            DT[i, j] = 0\n",
    "        elif (NMS[i, j] > TH):\n",
    "            DT[i, j] = 1\n",
    "        elif ((NMS[i-1, j-1:j+1] < TH).any() or (NMS[i+1, j-1:j+1]).any() \n",
    "              or (NMS[i, [j-1, j+1]] < TH).any()):\n",
    "            DT[i, j] = 1\n",
    "        \n",
    "plt.imshow(DT, cmap = \"gray\")"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "include_colab_link": true,
   "name": "Canny.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
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